{"id":"W2326405149","doi":"10.2310/7750.2010.09015","title":"The Case for Early Detection of Melanoma","year":2010,"lang":"en","type":"review","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Melanoma; Malignancy; Incidence (geometry); Disease; Intensive care medicine; Metastatic melanoma; Dermatology; Pathology; Cancer research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0007200632,0.0006188785,0.0008037764,0.001037883,0.0005624528,0.0009349193,0.0006933144,0.004625508,0.004019564],"category_scores_gemma":[0.002363022,0.0002616539,0.0005796584,0.0005906646,0.001261964,0.002214001,0.0006948678,0.005587463,0.003151887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004661697,"about_ca_system_score_gemma":0.0008402709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008724229,"about_ca_topic_score_gemma":0.001456147,"domain_scores_codex":[0.9995592,0.0001455107,0.00003423816,0.0000673427,0.0001508528,0.0000428649],"domain_scores_gemma":[0.9994204,0.0002957614,0.00007952964,0.0000504542,0.00008442587,0.00006938208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008225611,0.00008329559,0.002106325,0.005682851,0.00008002845,0.08857338,0.0005477247,0.0001752447,0.003456508,0.01507346,0.2215401,0.6625988],"study_design_scores_gemma":[0.00001999565,0.00004502129,0.001350219,0.003246948,0.00004439365,0.4415693,0.0003167681,0.00007223174,0.000568323,0.005494601,0.5472468,0.00002530625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001366336,0.9416239,0.002064846,0.03154172,0.006490608,0.00002960953,0.00002533568,0.0000894864,0.01676814],"genre_scores_gemma":[0.03608098,0.9111586,0.005033819,0.02584579,0.009425517,0.00003584885,0.00004921518,0.0000191073,0.01235109],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004625508,"threshold_uncertainty_score":0.01344675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04360603609627765,"score_gpt":0.3145367788946287,"score_spread":0.270930742798351,"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."}}