{"id":"W1713788206","doi":"10.1111/j.1755-148x.2010.00778.x","title":"Genetic and morphologic features for melanoma classification","year":2010,"lang":"en","type":"article","venue":"Pigment Cell & Melanoma Research","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":156,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"National Cancer Institute","keywords":"Neuroblastoma RAS viral oncogene homolog; Melanoma; Disease; Medicine; Mutation; Pathology; Homogeneous; Cancer; Biology; Internal medicine; Cancer research; Gene; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008343056,0.0001879326,0.0002470055,0.0003716272,0.000318817,0.0001046786,0.0001711802,0.0001865987,0.0004867264],"category_scores_gemma":[0.0001415236,0.0001578338,0.00008639562,0.00023489,0.0001950451,0.00004024929,0.0001316698,0.0005952225,0.000146931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008732226,"about_ca_system_score_gemma":0.00007224109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004877769,"about_ca_topic_score_gemma":0.00006681052,"domain_scores_codex":[0.9979312,0.00009597918,0.0002695041,0.0005753657,0.0005679811,0.0005599437],"domain_scores_gemma":[0.9986319,0.0002360264,0.00006501844,0.0005450184,0.000231903,0.000290121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007895122,0.0005826371,0.01507358,0.0004177409,0.00008047635,0.0001983418,0.0002843145,0.000001702576,0.8811511,0.002133742,0.01840615,0.08088072],"study_design_scores_gemma":[0.005493199,0.004018032,0.5322385,0.00004851497,0.0002108881,0.001222251,0.001400682,0.001948501,0.1080161,0.001648626,0.3431648,0.0005898606],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683062,0.0004662193,0.0004080373,0.002400772,0.0004284866,0.002099645,0.00001046197,0.00009365889,0.02578649],"genre_scores_gemma":[0.9726467,0.0002315941,0.004177561,0.0001663919,0.0003947281,0.0004397515,0.00003396425,0.00003825095,0.02187112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7731349,"threshold_uncertainty_score":0.6436276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05562062801603639,"score_gpt":0.3435580005548457,"score_spread":0.2879373725388093,"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."}}