{"id":"W2751232080","doi":"10.1097/dss.0000000000001297","title":"A Novel Mohs Precision Tool","year":2017,"lang":"en","type":"article","venue":"Dermatologic Surgery","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Mohs surgery; Trimming; Surgery; Computer science","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":[0.0002456628,0.0001592366,0.0005379483,0.00008719674,0.0003514317,0.00003715468,0.0001545216,0.0001068557,0.0001159149],"category_scores_gemma":[0.001424095,0.0001209933,0.0001811578,0.00004887842,0.0001652419,0.0001375143,0.0001770461,0.0001318654,0.0001995281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004489082,"about_ca_system_score_gemma":0.00008828061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002718613,"about_ca_topic_score_gemma":0.000004420103,"domain_scores_codex":[0.9988616,0.0000188147,0.0002922507,0.0002816848,0.0002452498,0.0003003984],"domain_scores_gemma":[0.9982767,0.0005139168,0.0002046582,0.0008593211,0.00007282447,0.00007262216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009440249,0.00009775858,0.9338942,0.00005955129,0.00007013189,0.0004993377,0.00004486747,2.764004e-7,0.0003395061,0.0001213914,0.04935917,0.01541941],"study_design_scores_gemma":[0.000465067,0.00001416759,0.95554,0.0001291298,0.0000367929,0.001326869,0.00002899641,0.0000373374,0.002961904,0.000176329,0.03912389,0.0001595293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965813,0.0008222797,0.0005155519,0.005437559,0.001111803,0.0002510583,0.000008269523,0.0001081793,0.02593228],"genre_scores_gemma":[0.9967341,0.0001908277,0.001142586,0.001180846,0.0001502397,0.00005132346,0.000006835721,0.00001648715,0.0005267571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03092108,"threshold_uncertainty_score":0.4933965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07361404305233397,"score_gpt":0.3195945889407239,"score_spread":0.2459805458883899,"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."}}