{"uid":"cap_IKq5PTXTyL_QFHo1dQZIS","slug":"knowledge-topic-low-confidence-review-queue-a3396bf6","name":"Knowledge Topic Low-Confidence Review Queue","description":"Knowledge topic - Low-confidence review queue: Low-confidence review queue for Knowledge topic. Up to 200 supplied labelled text records. Local dataset tools, evaluation and small naive-Bayes baselines; no hosted model or foundation-model training. One of 25 profiles or calculations across 20 shared operations in this sector. 0.01 USDC includes one bounded low-confidence review queue deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-knowledge-topic-review-queue?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual","predicted","probabilities"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"actual":{"enum":["setup","usage","troubleshooting","reference"],"type":"string"},"predicted":{"enum":["setup","usage","troubleshooting","reference"],"type":"string"},"probabilities":{"type":"array","items":{"type":"number","default":0,"maximum":1,"minimum":0},"default":[],"maxItems":4,"minItems":4}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"setup sample document number 0 for this supplied dataset.","actual":"setup","predicted":"setup","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-1","text":"setup sample document number 1 for this supplied dataset.","actual":"setup","predicted":"setup","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-2","text":"setup sample document number 2 for this supplied dataset.","actual":"setup","predicted":"setup","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-1-0","text":"usage sample document number 0 for this supplied dataset.","actual":"usage","predicted":"usage","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-1","text":"usage sample document number 1 for this supplied dataset.","actual":"usage","predicted":"usage","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-2","text":"usage sample document number 2 for this supplied dataset.","actual":"usage","predicted":"usage","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-2-0","text":"troubleshooting sample document number 0 for this supplied dataset.","actual":"troubleshooting","predicted":"troubleshooting","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-1","text":"troubleshooting sample document number 1 for this supplied dataset.","actual":"troubleshooting","predicted":"troubleshooting","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-2","text":"troubleshooting sample document number 2 for this supplied dataset.","actual":"troubleshooting","predicted":"troubleshooting","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-3-0","text":"reference sample document number 0 for this supplied dataset.","actual":"reference","predicted":"reference","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-1","text":"reference sample document number 1 for this supplied dataset.","actual":"reference","predicted":"reference","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-2","text":"reference sample document number 2 for this supplied dataset.","actual":"reference","predicted":"reference","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]}],"maxItems":200,"minItems":2},"minimum_confidence":{"type":"number","default":0.7,"maximum":1,"minimum":0}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_WDnpZ5sm_ZlQiLTbzT-Um","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Identifies and queues low-confidence predictions from a naive-Bayes knowledge topic classifier (setup/usage/troubleshooting/reference) for human review, returning evaluation metrics and borderline cases.","exampleAgentPrompt":"I have up to 200 labelled knowledge base documents with their predicted and actual topic labels (setup, usage, troubleshooting, or reference) plus the 4-class probability scores from my classifier — can you run them through the low-confidence review queue and tell me which records the model was most uncertain about?","exampleUseCases":[{"title":"Documentation classifier uncertainty audit","prompt":"I've got 150 support docs that my classifier labelled as setup, usage, troubleshooting, or reference, and I have the actual labels plus the 4-class probabilities for each. Which ones did the model predict with low confidence and should be flagged for a human reviewer?"},{"title":"Naive-Bayes baseline evaluation on knowledge topics","prompt":"Can you evaluate my naive-Bayes knowledge topic model? I'll give you the predicted labels, actual labels, and probability arrays for each of my 80 labelled records, and I want to see which ones fall into the low-confidence review queue."},{"title":"Identifying mislabelled or ambiguous knowledge articles","prompt":"We're building a help centre and our auto-classifier struggles on some articles — I have 200 text records with their setup/usage/troubleshooting/reference predictions and true labels along with class probabilities. Please generate a review queue of the low-confidence and likely wrong ones."}],"resultDescription":"Returns a bounded deliverable containing a low-confidence review queue: a filtered list of records where the classifier's predicted probabilities indicate uncertainty, along with evaluation metrics (accuracy, per-class performance) computed against actual labels and naive-Bayes baseline comparisons. Highlights records most in need of human review.","failureModes":["Records array exceeds 200 items — request rejected","Missing required fields (id, text, actual, predicted, probabilities) on any record — validation error","Probabilities array does not contain exactly 4 values or values outside [0,1] — schema validation failure","Enum values for actual/predicted outside allowed set (setup, usage, troubleshooting, reference) — rejected","Empty records array — no queue generated","Network timeout or payment failure via x402 protocol"],"whenToPreferThis":"Choose this endpoint when you have a local knowledge topic classifier producing 4-class probability outputs (setup/usage/troubleshooting/reference) and want to identify which labelled records fall below confidence thresholds for human review. Ideal for small-dataset evaluation (up to 200 records) without access to a hosted model or foundation-model training pipeline. Prefer this over general ML evaluation tools when the specific topic taxonomy (setup/usage/troubleshooting/reference) matches your use case and you want a structured review queue output rather than raw metrics.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T18:48:37.316Z","isFirstParty":false,"canonicalSlug":"knowledge-topic-low-confidence-review-queue-a3396bf6"}