{"id":"W2153586083","doi":"10.1002/hed.20878","title":"Mucosal melanomas of the head and neck: The Princess Margaret Hospital experience","year":2008,"lang":"en","type":"article","venue":"Head & Neck","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":146,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Mucosal melanoma; Pathological; Head and neck; Retrospective cohort study; Oral cavity; Disease; Surgery; Nasal cavity; Internal medicine; Dentistry","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":[0.00006275726,0.0001193391,0.0001827023,0.00002934238,0.0001959786,0.00001135514,0.0001391494,0.00004391592,0.0001140306],"category_scores_gemma":[0.00004739501,0.00006656921,0.0000719899,0.0001562872,0.0002507512,0.00004055422,0.0001256744,0.0001449806,0.00001468419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002970761,"about_ca_system_score_gemma":0.00004379392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002001537,"about_ca_topic_score_gemma":0.0001129711,"domain_scores_codex":[0.9990954,0.00003285919,0.000197099,0.0002036633,0.0002801035,0.0001908164],"domain_scores_gemma":[0.9993591,0.0000311436,0.00007378485,0.0004179194,0.00004170344,0.00007631778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007375455,0.0009973311,0.9227141,0.0003550008,0.0002163398,0.0007267501,0.02419597,0.00001354277,0.005381163,0.004109841,0.0207594,0.01979302],"study_design_scores_gemma":[0.00116338,0.0005732835,0.858317,0.0001056523,0.00003729839,0.001099937,0.0009527037,0.0001600265,0.003283911,0.00004413266,0.134128,0.0001346276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879831,0.0002988867,0.00002493818,0.003527686,0.0003903419,0.0005111404,0.000002401471,0.00004143544,0.007220046],"genre_scores_gemma":[0.9955604,0.0001163898,0.000120306,0.0006681294,0.0001058515,0.00002800291,0.000001343908,0.00001308168,0.003386473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1133686,"threshold_uncertainty_score":0.2714613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01791754688920586,"score_gpt":0.2594009290607543,"score_spread":0.2414833821715484,"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."}}