{"id":"W1934545069","doi":"10.1007/s10552-015-0690-5","title":"Comprehensive capture of cutaneous melanoma by the Ontario Cancer Registry: validation study using community pathology reports","year":2015,"lang":"en","type":"article","venue":"Cancer Causes & Control","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Clinical Evaluative Sciences; Women's College Hospital; University of Toronto","funders":"Canadian Institutes of Health Research; Institute for Clinical Evaluative Sciences; Canadian Dermatology Foundation; Dermatology Foundation","keywords":"Medicine; Cancer registry; Medical diagnosis; Melanoma; Cancer; Epidemiology; Confidence interval; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002369293,0.0002086034,0.0005197375,0.00006008316,0.0001679072,0.00002448823,0.0001241584,0.00009617169,0.0001393278],"category_scores_gemma":[0.00007513227,0.0001554526,0.00008466075,0.0001359728,0.000136195,0.00004216747,0.00006314405,0.0004563012,0.000001853583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008355823,"about_ca_system_score_gemma":0.0004551848,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2357171,"about_ca_topic_score_gemma":0.1039694,"domain_scores_codex":[0.9983947,0.0003441786,0.0004350586,0.0002545413,0.0003415462,0.000229981],"domain_scores_gemma":[0.9981005,0.00009201661,0.0004604304,0.0007545097,0.0004616036,0.0001309136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004824048,0.002030717,0.7936363,0.0003142553,0.003546345,0.008070819,0.04788622,0.006442072,0.08869253,0.00002525079,0.03729153,0.007239915],"study_design_scores_gemma":[0.03849411,0.009331332,0.167692,0.0008282932,0.01496273,0.04358306,0.10606,0.002130242,0.02026301,0.0003472358,0.5939301,0.002377918],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945847,0.001487609,0.000202332,0.0005530706,0.0009884302,0.001526349,0.00004643046,0.00005334792,0.0005576692],"genre_scores_gemma":[0.9968106,0.00002766169,0.00002132281,0.001050849,0.0001290828,0.0001429978,0.00002026818,0.00002607823,0.001771145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6259443,"threshold_uncertainty_score":0.9123808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05879655838118782,"score_gpt":0.3171004232770596,"score_spread":0.2583038648958718,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}