{"id":"W1965352121","doi":"10.5402/2012/948302","title":"Head and Neck Melanoma","year":2012,"lang":"en","type":"article","venue":"ISRN Surgery","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Melanoma; Head and neck; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001708872,0.00007510305,0.0001693035,0.00009739003,0.00003865353,0.00001037782,0.0000121351,0.00003823024,0.0003312372],"category_scores_gemma":[0.00004932511,0.000065,0.00005770669,0.00008049637,0.00002192508,0.00005358624,0.00002463701,0.0000631118,0.0002276649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002262228,"about_ca_system_score_gemma":0.00001266494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003024839,"about_ca_topic_score_gemma":0.00001230405,"domain_scores_codex":[0.999429,0.00001578705,0.0001220528,0.00009985038,0.0001083734,0.000224917],"domain_scores_gemma":[0.9995695,0.00007775008,0.0000267539,0.0001452114,0.00001454168,0.0001662839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001262707,0.0001581847,0.8644128,0.00008638535,0.00007098682,0.0001278628,0.0001617794,9.90057e-8,0.001025591,0.0003989653,0.03650263,0.09692838],"study_design_scores_gemma":[0.0002251821,0.00003901009,0.4661627,0.00003466574,0.00003824735,0.0008204061,0.0000850999,0.00001068653,0.000742715,0.00001896882,0.5317246,0.00009775891],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791594,0.0005648419,0.00004011558,0.0007562004,0.000672842,0.0001076014,9.618076e-7,0.00009013907,0.01860795],"genre_scores_gemma":[0.9924222,0.00009645638,0.0001158469,0.001035392,0.0003463991,0.000007301062,0.000004642543,0.00001298278,0.005958819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4952219,"threshold_uncertainty_score":0.3626815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02809821543512259,"score_gpt":0.2710278968230462,"score_spread":0.2429296813879236,"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."}}