{"id":"W4391162863","doi":"10.1097/prs.0000000000010916","title":"Evidence-Based Performance Measures for Reconstruction after Skin Cancer Resection: A Multidisciplinary Performance Measure Set","year":2024,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Medicine; Multidisciplinary approach; Mohs surgery; Dermatologic surgery; Otorhinolaryngology; Current Procedural Terminology; Maintenance of Certification; Surgery; Family medicine; Certification","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"],"consensus_categories":[],"category_scores_codex":[0.000935662,0.0005194576,0.0008357599,0.0007200061,0.0003871286,0.00009211952,0.0001064268,0.0002354017,0.0003987192],"category_scores_gemma":[0.00105677,0.0004527367,0.0004491491,0.0007838779,0.0005758369,0.0008749816,0.00005919466,0.0005522756,0.00005582421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008932533,"about_ca_system_score_gemma":0.001567437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003882425,"about_ca_topic_score_gemma":0.0001044272,"domain_scores_codex":[0.9967837,0.0001184598,0.0007378773,0.001023764,0.0006418147,0.0006943442],"domain_scores_gemma":[0.9943645,0.00420497,0.0001879562,0.0003955989,0.0006371734,0.0002097909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005597859,0.00003671717,0.6017457,0.003000211,0.000534519,0.00004297849,0.0003271184,0.000151163,0.0003378695,0.000004303491,0.001087053,0.3871345],"study_design_scores_gemma":[0.001480001,0.0008176888,0.9091861,0.03574394,0.0009627171,0.001853183,0.0005623321,0.02526168,0.02073497,0.00007535639,0.002181877,0.001140101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709335,0.01516857,0.002511866,0.0004799934,0.009186099,0.001010337,0.0001900191,0.0002358461,0.0002837638],"genre_scores_gemma":[0.9915695,0.002501525,0.001590977,0.00005466507,0.001630297,0.002317253,0.00002090391,0.00009275395,0.0002221505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3859944,"threshold_uncertainty_score":0.9997925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06124353317870085,"score_gpt":0.2990774040126912,"score_spread":0.2378338708339903,"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."}}