{"uid":"cap_6_Gt0kcZa3BXmx0H8U0j5","slug":"project-status-low-confidence-review-queue-6567adb8","name":"Project Status Low-Confidence Review Queue","description":"Project status - Low-confidence review queue: Low-confidence review queue for Project status. 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-project-status-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":["planned","active","blocked","complete"],"type":"string"},"predicted":{"enum":["planned","active","blocked","complete"],"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":"planned sample document number 0 for this supplied dataset.","actual":"planned","predicted":"planned","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-1","text":"planned sample document number 1 for this supplied dataset.","actual":"planned","predicted":"planned","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-2","text":"planned sample document number 2 for this supplied dataset.","actual":"planned","predicted":"planned","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-1-0","text":"active sample document number 0 for this supplied dataset.","actual":"active","predicted":"active","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-1","text":"active sample document number 1 for this supplied dataset.","actual":"active","predicted":"active","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-2","text":"active sample document number 2 for this supplied dataset.","actual":"active","predicted":"active","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-2-0","text":"blocked sample document number 0 for this supplied dataset.","actual":"blocked","predicted":"blocked","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-1","text":"blocked sample document number 1 for this supplied dataset.","actual":"blocked","predicted":"blocked","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-2","text":"blocked sample document number 2 for this supplied dataset.","actual":"blocked","predicted":"blocked","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-3-0","text":"complete sample document number 0 for this supplied dataset.","actual":"complete","predicted":"complete","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-1","text":"complete sample document number 1 for this supplied dataset.","actual":"complete","predicted":"complete","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-2","text":"complete sample document number 2 for this supplied dataset.","actual":"complete","predicted":"complete","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_SzJodvSec2-Bd7-GJBzo0","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 project status classifier for human review, returning a bounded deliverable for up to 200 labelled text records.","exampleAgentPrompt":"I need to review which of my project status predictions are low-confidence — here are 50 records with their IDs, text, actual labels (planned/active/blocked/complete), predicted labels, and probability arrays. Can you run them through the low-confidence review queue and tell me which ones need a human to double-check?","exampleUseCases":[{"title":"Auditing uncertain sprint status labels","prompt":"I've got 80 labelled sprint records where my classifier predicted planned, active, blocked, or complete — can you run them through the low-confidence review queue so I know which predictions I should have a human verify before finalizing the report?"},{"title":"Pre-release model validation for project tracker","prompt":"Before we ship our project status classifier, I want to flag any low-confidence predictions in our 150-record test set. Each record has the text, actual status, predicted status, and four probabilities. Can you generate the review queue so we know what to manually inspect?"},{"title":"Ongoing QA for automated project status pipeline","prompt":"Our automated pipeline labelled 120 project update texts as planned, active, blocked, or complete — can you run the low-confidence review queue on those records with their prediction probabilities so we can catch any uncertain calls before they go into the dashboard?"}],"resultDescription":"A bounded deliverable identifying low-confidence records from the submitted batch — typically a structured list of flagged record IDs and associated metadata (predicted label, actual label, probabilities) where the classifier's confidence fell below an acceptable threshold, suitable for routing to a human reviewer.","failureModes":["Batch exceeds 200 records — request rejected or truncated","Malformed probability arrays (not exactly 4 values summing to ~1) — validation error","Invalid enum values for actual or predicted fields — schema rejection","Empty records array — no review queue generated","Payment not completed via x402 protocol — request not processed"],"whenToPreferThis":"Choose this endpoint when you have an existing set of project status predictions from a local naive-Bayes or similar classifier and need to programmatically identify which predictions are uncertain enough to warrant human review. It is purpose-built for the planned/active/blocked/complete label space and works with small local datasets without requiring a hosted model or foundation model. Prefer this over general-purpose ML evaluation tools when you want a lightweight, pay-per-call review queue focused specifically on project status classification confidence.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T19:04:30.739Z","isFirstParty":false,"canonicalSlug":"project-status-low-confidence-review-queue-6567adb8"}