{"id":"W2007025430","doi":"10.1136/bmj.a2488","title":"Melanoma--Part 2: management","year":2008,"lang":"en","type":"review","venue":"BMJ","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northwood","funders":"","keywords":"Melanoma; Medicine; Business; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001116122,0.0003581177,0.001258151,0.0003237984,0.00007256353,0.0000179423,0.0001372949,0.0001830564,0.000948206],"category_scores_gemma":[0.00001751769,0.0002838575,0.0006306904,0.0002691264,0.00003392437,0.00001552428,0.0001356233,0.0002540104,0.003700807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000191271,"about_ca_system_score_gemma":0.00007505084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004040784,"about_ca_topic_score_gemma":0.000001784053,"domain_scores_codex":[0.9982595,0.00005657922,0.000614993,0.0004318714,0.0003579178,0.0002791389],"domain_scores_gemma":[0.9988278,0.00002755582,0.0002234695,0.0007410658,0.00002542341,0.000154757],"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":[0.000007196273,0.00004991357,2.757132e-7,0.007538217,0.0004257016,0.002581817,0.00000474574,4.880813e-8,6.415834e-9,0.0001808443,0.2878174,0.7013938],"study_design_scores_gemma":[0.0002751294,0.00009506803,0.000002518994,0.006420833,0.001248566,0.01110295,0.00001154291,0.000001090021,1.458957e-7,0.000004488357,0.9805734,0.0002642965],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.292427e-7,0.7491302,0.00002206019,0.0001388391,0.0008707701,0.002128143,0.000006328451,0.0001556729,0.2475478],"genre_scores_gemma":[2.878006e-7,0.8470898,0.0004658446,0.0002570023,0.0008774173,0.0003417842,0.00009009382,0.000059499,0.1508182],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7011296,"threshold_uncertainty_score":0.9999651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05439620995641756,"score_gpt":0.3422811107718841,"score_spread":0.2878849008154665,"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."}}