{"uid":"cap_m7ZD7gNxdV2kFyS7xEIUj","slug":"lead-stage-low-confidence-review-queue-4d8e6c60","name":"Lead Stage Low-Confidence Review Queue","description":"Lead stage - Low-confidence review queue: Low-confidence review queue for Lead stage. 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-lead-stage-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":["enquiry","qualified","negotiation","closed"],"type":"string"},"predicted":{"enum":["enquiry","qualified","negotiation","closed"],"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":"enquiry sample document number 0 for this supplied dataset.","actual":"enquiry","predicted":"enquiry","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-1","text":"enquiry sample document number 1 for this supplied dataset.","actual":"enquiry","predicted":"enquiry","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-2","text":"enquiry sample document number 2 for this supplied dataset.","actual":"enquiry","predicted":"enquiry","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-1-0","text":"qualified sample document number 0 for this supplied dataset.","actual":"qualified","predicted":"qualified","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-1","text":"qualified sample document number 1 for this supplied dataset.","actual":"qualified","predicted":"qualified","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-2","text":"qualified sample document number 2 for this supplied dataset.","actual":"qualified","predicted":"qualified","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-2-0","text":"negotiation sample document number 0 for this supplied dataset.","actual":"negotiation","predicted":"negotiation","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-1","text":"negotiation sample document number 1 for this supplied dataset.","actual":"negotiation","predicted":"negotiation","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-2","text":"negotiation sample document number 2 for this supplied dataset.","actual":"negotiation","predicted":"negotiation","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-3-0","text":"closed sample document number 0 for this supplied dataset.","actual":"closed","predicted":"closed","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-1","text":"closed sample document number 1 for this supplied dataset.","actual":"closed","predicted":"closed","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-2","text":"closed sample document number 2 for this supplied dataset.","actual":"closed","predicted":"closed","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_g3fzZj15pb9PDy2FxLj6_","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 predictions from a naive-Bayes lead stage classifier across enquiry, qualified, negotiation, and closed labels for human review.","exampleAgentPrompt":"I have 50 labeled lead stage records with predicted classes and probabilities — can you generate a low-confidence review queue so I can see which enquiry, qualified, negotiation, and closed predictions my model was most uncertain about?","exampleUseCases":[{"title":"Audit uncertain lead stage predictions","prompt":"I ran our naive-Bayes lead classifier on 120 support emails with actual and predicted labels across enquiry, qualified, negotiation, and closed — can you build me a low-confidence review queue so I know which ones need a human to double-check?"},{"title":"QA before CRM pipeline update","prompt":"Before we push these 80 lead stage classifications into the CRM, can you flag any records where the model probabilities were too close to call? I have the actual labels, predicted labels, and probability arrays ready."},{"title":"Identify model weak spots by lead stage","prompt":"We're evaluating our lead stage classifier and I want to see where it's least confident — here are 150 text records labeled as enquiry, qualified, negotiation, or closed with their predicted probabilities. Can you pull a low-confidence review queue for us?"}],"resultDescription":"A bounded deliverable containing up to 200 flagged records identified as low-confidence by the naive-Bayes lead stage classifier, including record IDs, text, actual vs predicted labels, and probability distributions — formatted as a structured review queue for human inspection.","failureModes":["Exceeds 200 record limit — request will be rejected or truncated","Invalid or mismatched probability array length (must be exactly 4 values summing near 1.0)","Records missing required fields (id, text, actual, predicted, probabilities) cause validation errors","Label values outside the enum (enquiry, qualified, negotiation, closed) are rejected","Empty records array returns an empty or minimal deliverable with no useful flagged items"],"whenToPreferThis":"Choose this endpoint when you have up to 200 labeled lead stage text records with class probabilities from a naive-Bayes or similar local classifier and need to surface the low-confidence predictions for human review. It is purpose-built for the four-class lead pipeline (enquiry, qualified, negotiation, closed) and requires no hosted or foundation model — ideal for lightweight local evaluation workflows where you want a bounded, low-cost ($0.01 USDC) review queue output without training a new model.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T18:47:30.909Z","isFirstParty":false,"canonicalSlug":"lead-stage-low-confidence-review-queue-4d8e6c60"}