{"uid":"cap_kDtlpagRcOZOaX4MF7r3-","slug":"release-change-low-confidence-review-queue-442eb732","name":"Release Change Low-Confidence Review Queue","description":"Release change - Low-confidence review queue: Low-confidence review queue for Release change. 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-release-change-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":["feature","fix","documentation","maintenance"],"type":"string"},"predicted":{"enum":["feature","fix","documentation","maintenance"],"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":"feature sample document number 0 for this supplied dataset.","actual":"feature","predicted":"feature","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-1","text":"feature sample document number 1 for this supplied dataset.","actual":"feature","predicted":"feature","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-2","text":"feature sample document number 2 for this supplied dataset.","actual":"feature","predicted":"feature","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-1-0","text":"fix sample document number 0 for this supplied dataset.","actual":"fix","predicted":"fix","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-1","text":"fix sample document number 1 for this supplied dataset.","actual":"fix","predicted":"fix","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-2","text":"fix sample document number 2 for this supplied dataset.","actual":"fix","predicted":"fix","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-2-0","text":"documentation sample document number 0 for this supplied dataset.","actual":"documentation","predicted":"documentation","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-1","text":"documentation sample document number 1 for this supplied dataset.","actual":"documentation","predicted":"documentation","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-2","text":"documentation sample document number 2 for this supplied dataset.","actual":"documentation","predicted":"documentation","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-3-0","text":"maintenance sample document number 0 for this supplied dataset.","actual":"maintenance","predicted":"maintenance","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-1","text":"maintenance sample document number 1 for this supplied dataset.","actual":"maintenance","predicted":"maintenance","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-2","text":"maintenance sample document number 2 for this supplied dataset.","actual":"maintenance","predicted":"maintenance","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_7INJSWFtVn_8uIE8FX9vE","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 surfaces low-confidence classifier predictions from a naive-Bayes release-change text classifier across up to 200 labeled records for human review.","exampleAgentPrompt":"I've got 150 labeled release-change records with actual labels, predicted labels, and probability scores — can you run them through the low-confidence review queue to surface which ones the naive-Bayes model was most uncertain about so we can manually review them?","exampleUseCases":[{"title":"Flagging uncertain commit classifications","prompt":"I ran our naive-Bayes release-change classifier on 120 commit messages and got back predicted labels and probabilities for feature, fix, documentation, and maintenance — can you pull together a low-confidence review queue so I know which predictions to manually double-check before tagging the release?"},{"title":"QA pass before release tagging","prompt":"We're about to tag a release and I want to make sure the classifier output is solid — here are 80 records with actual and predicted labels plus the four-class probability arrays; surface any low-confidence ones so the team can review them before we publish the changelog."},{"title":"Evaluating naive-Bayes baseline accuracy","prompt":"I'm evaluating a naive-Bayes baseline for classifying release changes into feature, fix, documentation, or maintenance and I have 200 labeled records with probability outputs — can you generate the low-confidence review queue so I can see where the model is struggling and understand its weak spots?"}],"resultDescription":"A bounded deliverable report containing the subset of submitted labeled records that the classifier flagged as low-confidence, based on the supplied probability distributions, enabling targeted human review of uncertain predictions across the four release-change categories: feature, fix, documentation, and maintenance.","failureModes":["Probabilities array not summing to 1 or containing values outside [0,1] range","Records exceeding 200-item limit rejected","Text field exceeding 1000-character maxLength truncated or rejected","Missing required fields (id, text, actual, predicted, probabilities) causes validation error","Enum mismatch in actual/predicted fields (values outside feature/fix/documentation/maintenance) causes rejection","Empty records array returns empty or trivial deliverable"],"whenToPreferThis":"Choose this endpoint when you have already run a naive-Bayes or similar probabilistic classifier on release-change text and need to surface uncertain predictions for human review — particularly when your dataset is small (up to 200 records) and you want a lightweight local-tool evaluation pass without invoking a foundation model or hosted ML service. Best suited for MLOps pipelines that need a cheap ($0.01) automated triage step before manual labeling review.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T18:48:25.368Z","isFirstParty":false,"canonicalSlug":"release-change-low-confidence-review-queue-442eb732"}