{"id":"W3162124840","doi":"10.1177/2513826x211012156","title":"Plastic Surgeons Add Value in Upper Extremity Melanoma Oncologic Resection and Reconstruction","year":2021,"lang":"en","type":"article","venue":"Plastic Surgery Case Studies","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Resection; Plastic surgery; Reconstructive Surgeon; Surgery; Oncologic surgery; Wrist","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003168463,0.00071891,0.000361302,0.0009908128,0.0009942539,0.001225588,0.0004159246,0.002039143,0.006932595],"category_scores_gemma":[0.001752062,0.000350209,0.0005452321,0.0004292852,0.000887191,0.00124083,0.0007152631,0.001985764,0.002179972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004175223,"about_ca_system_score_gemma":0.0005283658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003942271,"about_ca_topic_score_gemma":0.001016835,"domain_scores_codex":[0.9996995,0.00005126994,0.00003008451,0.00004933489,0.00007902979,0.00009089873],"domain_scores_gemma":[0.9992275,0.0003105703,0.0001973232,0.00005497378,0.00005758281,0.0001520156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.0000524961,0.00005157085,0.02560833,0.00009920976,0.00001058506,0.9377249,0.0001303326,0.0003344142,0.004351472,0.0009935804,0.002400388,0.02824258],"study_design_scores_gemma":[0.000003636548,0.00005758861,0.005741801,0.00005770571,0.000009619931,0.9858761,0.0001679179,0.0003359769,0.001568515,0.0004639917,0.00571038,0.000006674502],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8071116,0.02086587,0.009986566,0.02636508,0.001914529,0.00009320428,0.0003260622,0.001019656,0.1323174],"genre_scores_gemma":[0.9823646,0.004518051,0.005848822,0.001604312,0.001335316,0.00001591972,0.00007304937,0.00006730195,0.004172533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006932595,"threshold_uncertainty_score":0.02319181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04174314287406118,"score_gpt":0.2799907279089259,"score_spread":0.2382475850348647,"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."}}