{"id":"W4283757802","doi":"10.1186/s12885-022-09781-0","title":"A population-based validation study of the 8th edition UICC/AJCC TNM staging system for cutaneous melanoma","year":2022,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"Canadian Institutes of Health Research; Ontario Institute for Cancer Research","keywords":"Medicine; Surgical oncology; Oncology; Melanoma; Staging system; Neoplasm staging; Internal medicine; Cancer; Cancer research","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":[0.0001658847,0.00009230721,0.0001797241,0.0001068521,0.0002726617,0.00001289526,0.00007657744,0.00001914052,0.0002228298],"category_scores_gemma":[0.00002806624,0.00007593889,0.00009000486,0.0002249539,0.000007628954,0.00002086583,0.00004219034,0.00008054121,0.000001223495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006455432,"about_ca_system_score_gemma":0.0001088004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00128829,"about_ca_topic_score_gemma":0.0005513743,"domain_scores_codex":[0.9989081,0.00009412596,0.0002647117,0.0002030202,0.0004086269,0.0001214228],"domain_scores_gemma":[0.9993483,0.0000662341,0.00020667,0.0002709482,0.00007623109,0.0000316156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004816744,0.00216995,0.7325168,0.003117278,0.0005580602,0.00006960746,0.003127131,0.2210414,0.007046169,0.0009484301,0.008970246,0.0156182],"study_design_scores_gemma":[0.03957296,0.01167526,0.5004511,0.00123316,0.005224437,0.0009233185,0.07700541,0.2423893,0.02697056,0.0002214569,0.09253544,0.001797577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932932,0.00002950026,0.001861151,0.0002126894,0.001759674,0.002390326,0.000071166,0.00008182349,0.0003004802],"genre_scores_gemma":[0.9974362,5.717004e-7,0.00009307129,0.000115872,0.0002572948,0.0008888085,0.00004652876,0.0000215729,0.001140111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2320656,"threshold_uncertainty_score":0.3096698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02347530500875931,"score_gpt":0.2786747247446771,"score_spread":0.2551994197359178,"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."}}