{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004188638,0.0002061628,0.0005735265,0.0003892502,0.0002049021,0.00002413035,0.00001401578,0.0000958321,0.0002361488],"category_scores_gemma":[0.007548383,0.0001874596,0.0001061232,0.0004501925,0.0001390834,0.0000726285,0.00008924756,0.000227164,0.00002113476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002826223,"about_ca_system_score_gemma":0.0001164532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001268448,"about_ca_topic_score_gemma":0.001782136,"domain_scores_codex":[0.9984208,0.0001880031,0.0004378309,0.0004542093,0.000193818,0.0003053799],"domain_scores_gemma":[0.9923742,0.007080129,0.0001003319,0.000174093,0.0001562742,0.0001149807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001743207,0.0005982973,0.7626668,0.001024656,0.001136106,0.1587469,0.0009008503,0.0002514199,0.001408702,0.0003035625,0.01025555,0.060964],"study_design_scores_gemma":[0.003445582,0.0007337232,0.4773976,0.001639348,0.001175155,0.4728206,0.02436151,0.0046095,0.002216936,0.0005267263,0.009977142,0.001096253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927915,0.001442519,0.00009295563,0.0002247356,0.004333027,0.000175264,0.00001003117,0.00009167026,0.0008382979],"genre_scores_gemma":[0.9979328,0.001147742,0.0001243174,0.00006113612,0.0001463733,0.00005328458,0.000009408648,0.00001614287,0.0005088067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3140737,"threshold_uncertainty_score":0.9036666,"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."}}