{"uid":"cap_iov3fROWkYOWX-JGV1FLi","slug":"issue-kind-low-confidence-review-queue-6aedbbd0","name":"Issue Kind Low-Confidence Review Queue","description":"Issue kind - Low-confidence review queue: Low-confidence review queue for Issue kind. 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-issue-kind-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":["bug","request","question","other"],"type":"string"},"predicted":{"enum":["bug","request","question","other"],"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":"bug sample document number 0 for this supplied dataset.","actual":"bug","predicted":"bug","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-1","text":"bug sample document number 1 for this supplied dataset.","actual":"bug","predicted":"bug","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-2","text":"bug sample document number 2 for this supplied dataset.","actual":"bug","predicted":"bug","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-1-0","text":"request sample document number 0 for this supplied dataset.","actual":"request","predicted":"request","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-1","text":"request sample document number 1 for this supplied dataset.","actual":"request","predicted":"request","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-2","text":"request sample document number 2 for this supplied dataset.","actual":"request","predicted":"request","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-2-0","text":"question sample document number 0 for this supplied dataset.","actual":"question","predicted":"question","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-1","text":"question sample document number 1 for this supplied dataset.","actual":"question","predicted":"question","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-2","text":"question sample document number 2 for this supplied dataset.","actual":"question","predicted":"question","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-3-0","text":"other sample document number 0 for this supplied dataset.","actual":"other","predicted":"other","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-1","text":"other sample document number 1 for this supplied dataset.","actual":"other","predicted":"other","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-2","text":"other sample document number 2 for this supplied dataset.","actual":"other","predicted":"other","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_5nuYCGpafSUqtXN7Q8SlD","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":"Returns a low-confidence review queue for a naive-Bayes issue-kind classifier, flagging up to 200 labelled text records where the model's predictions are uncertain.","exampleAgentPrompt":"I have up to 200 support ticket records with their actual labels (bug, request, question, or other), predicted labels, and class probabilities from my naive-Bayes classifier — can you run them through the low-confidence review queue so I can see which ones the model was most uncertain about and need human review?","exampleUseCases":[{"title":"QA pipeline for support ticket triage","prompt":"I ran my naive-Bayes issue classifier on 150 support tickets and got back predicted labels and probabilities for each one. Can you send them through the low-confidence review queue so I can pull out the ones where the model was unsure between bug and request?"},{"title":"Audit mislabelled training data","prompt":"I have 80 records with their actual and predicted issue kinds plus probability scores — some of the predictions don't match the actual labels and I want to find which ones had low confidence so I can fix my training set."},{"title":"Monitor classifier degradation over time","prompt":"Here are 200 freshly classified issues from this week's batch, each with their predicted label and probabilities. Run them through the low-confidence review queue and tell me if the number of uncertain predictions has gone up compared to what I'd expect."}],"resultDescription":"A bounded deliverable containing the low-confidence review queue: a filtered and ranked list of the submitted records where the naive-Bayes classifier's predicted probabilities indicate uncertainty, along with relevant evaluation metadata to guide human review. Up to 200 records are processed per call.","failureModes":["Records array exceeds 200 items — request rejected","Probabilities array does not contain exactly 4 values per record — validation error","Probabilities values outside [0,1] range — schema validation failure","Invalid enum value for actual or predicted label (must be bug, request, question, or other) — rejected","Empty or missing record ID — rejected","Payment not processed or insufficient USDC balance — 402 response"],"whenToPreferThis":"Choose this endpoint when you need to identify uncertain predictions from a naive-Bayes issue-kind classifier on a local dataset (up to 200 records) and want a structured low-confidence review queue without hosting a model or using a foundation model. It is purpose-built for the four-class issue taxonomy (bug, request, question, other) and is best suited for lightweight QA workflows, training data auditing, or classifier monitoring pipelines at minimal cost ($0.01 per call).","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-24T06:50:42.096Z","isFirstParty":false,"canonicalSlug":"issue-kind-low-confidence-review-queue-6aedbbd0"}