{"id":"W2127684830","doi":"10.1016/j.jaad.2004.04.031","title":"Melanoma detection in British Columbia, Canada","year":2004,"lang":"en","type":"article","venue":"Journal of the American Academy of Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of British Columbia","funders":"","keywords":"Medicine; Melanoma; Breslow Thickness; Melanoma diagnosis; Surgery; Dermatology; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006395436,0.0005714369,0.0006093325,0.003101209,0.006999065,0.001939091,0.002840768,0.001225803,0.004753718],"category_scores_gemma":[0.003110503,0.0007555967,0.0005517011,0.005469443,0.001054434,0.0006262774,0.001393336,0.001683974,0.000689419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06618159,"about_ca_system_score_gemma":0.09571719,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9987987,"about_ca_topic_score_gemma":0.9995578,"domain_scores_codex":[0.9982437,0.0001128086,0.0001238501,0.0001883693,0.0006035959,0.0007277036],"domain_scores_gemma":[0.9948448,0.0002243803,0.0003414778,0.00006488658,0.003249177,0.001275298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002564333,0.0002279504,0.9501717,0.0002153663,0.00008191943,0.001538345,0.001929448,0.0003689322,0.0006114626,0.000384136,0.0190297,0.02518463],"study_design_scores_gemma":[0.00005174626,0.00006914912,0.9849083,0.0002254772,0.00006373713,0.0006989336,0.006881274,0.0008270163,0.0002451267,0.0001056932,0.005872127,0.00005138526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556154,0.004913553,0.0003052616,0.006164364,0.0002258439,0.0002919392,0.01140156,0.0001042288,0.02097786],"genre_scores_gemma":[0.9834728,0.002510959,0.0004246586,0.001259853,0.00003422665,0.00006156339,0.001910708,0.00003498682,0.01029024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06618159,"threshold_uncertainty_score":0.4801833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006631299919919362,"score_gpt":0.2367427591198681,"score_spread":0.2301114591999488,"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."}}