{"id":"W1786762115","doi":"","title":"Device detects melanoma with light","year":2011,"lang":"en","type":"article","venue":"Dermatology Times E-News","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Melanoma; Computer science; Medicine; Cancer research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003209928,0.0005053583,0.0003249166,0.001521022,0.0007867751,0.0008248845,0.0003992649,0.001076411,0.02997543],"category_scores_gemma":[0.001385655,0.0002184677,0.0005623662,0.0004184509,0.0003926636,0.0004492454,0.0004733406,0.0009735168,0.01013485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000528225,"about_ca_system_score_gemma":0.0005764277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01615717,"about_ca_topic_score_gemma":0.02898321,"domain_scores_codex":[0.9996051,0.00003484214,0.00001580046,0.00004862004,0.0002374812,0.00005808416],"domain_scores_gemma":[0.9995199,0.0001456011,0.00004495815,0.00003692518,0.0001626869,0.00008995905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009138758,0.0003093137,0.02934682,0.0006070944,0.0000643936,0.003937725,0.0002621256,0.00008528001,0.09066328,0.001846459,0.3860941,0.4858697],"study_design_scores_gemma":[0.0002718263,0.001315161,0.0672894,0.0006691501,0.0002212171,0.03682909,0.0005211607,0.0009265913,0.09253164,0.0009612843,0.7983428,0.0001208001],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1734757,0.05332794,0.04166901,0.04495397,0.01265763,0.001100303,0.005181362,0.01085247,0.6567815],"genre_scores_gemma":[0.5224203,0.02395599,0.05198324,0.03672616,0.002262791,0.0003206944,0.002252419,0.0007920079,0.3592865],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02997543,"threshold_uncertainty_score":0.1002777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01669762711100787,"score_gpt":0.2299149795509111,"score_spread":0.2132173524399032,"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."}}