{"id":"W4311305115","doi":"10.1002/hed.27262","title":"Practice patterns for positive sentinel lymph node in head and neck melanoma","year":2022,"lang":"en","type":"article","venue":"Head & Neck","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Otorhinolaryngology; Sentinel lymph node; Melanoma; Neck dissection; Dissection (medical); Head and neck; Lymph node; General surgery; Surgery; Cheek; Biopsy; Radiology; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009211338,0.00007556878,0.00009176171,0.0005121163,0.0001912062,0.0002785029,0.0002224658,0.0002455738,0.001878716],"category_scores_gemma":[0.003202999,0.00008179482,0.0001335821,0.0005417402,0.0002832151,0.0002773006,0.0003083983,0.0002483134,0.0001965365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003660908,"about_ca_system_score_gemma":0.000434862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005785913,"about_ca_topic_score_gemma":0.01084246,"domain_scores_codex":[0.9993211,0.0002234249,0.00009435501,0.00008101875,0.0001814709,0.00009867521],"domain_scores_gemma":[0.9964658,0.0008360621,0.001923334,0.00006938681,0.0002525735,0.0004529005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001834587,0.00002805041,0.9956475,0.00002392431,0.000006374351,0.00007297299,0.0006326466,0.00003489758,0.0001646953,0.00001449543,0.0001840624,0.003171969],"study_design_scores_gemma":[0.000001589074,0.00007898165,0.9966067,0.0000284998,0.000003934185,0.0004647548,0.002201835,0.0001221884,0.00007430786,0.00001432487,0.0003996721,0.000003299239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988888,0.0001699661,0.00004953759,0.0001518767,0.000004017892,0.000008123009,0.00006733727,0.000001978935,0.000658207],"genre_scores_gemma":[0.9996014,0.0001222573,0.00007438494,0.00003927043,0.000002923023,0.00000497881,0.00004190382,6.045941e-7,0.0001122153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005785913,"threshold_uncertainty_score":0.01150447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01774682828018126,"score_gpt":0.2919632704883096,"score_spread":0.2742164422081284,"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."}}