{"id":"W4362601647","doi":"10.1001/jamasurg.2023.0958","title":"Errors in Author Names and Affiliation","year":2023,"lang":"en","type":"erratum","venue":"JAMA Surgery","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Gerontology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009647607,0.0001885586,0.0003786773,0.0005816027,0.00004714591,0.0002217579,0.000352392,0.0004375236,0.000008253365],"category_scores_gemma":[0.0006162188,0.0001948338,0.00008562151,0.0005088117,0.00002009287,0.0003773088,0.0003022644,0.000592824,0.00004967833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000749614,"about_ca_system_score_gemma":0.0002814465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001815268,"about_ca_topic_score_gemma":0.0001154269,"domain_scores_codex":[0.9982827,0.0001086609,0.0003842324,0.0005686859,0.0003410042,0.0003147413],"domain_scores_gemma":[0.998717,0.0004855733,0.0001685478,0.0005168857,0.00004284893,0.00006920719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001242374,0.000007798325,0.001783444,0.00009668362,0.00000710635,0.00007962477,0.0003820397,0.00004663238,0.000001524714,0.0006617825,0.9439135,0.05301866],"study_design_scores_gemma":[0.000167505,0.00001121344,0.05767067,0.001073826,0.000009955711,0.00001707188,0.00008109228,0.3497857,0.00001183098,0.005126666,0.5852343,0.0008101373],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.08217289,0.01469164,0.1488547,0.09729486,0.6106554,0.001856751,0.00009744139,0.005165781,0.03921048],"genre_scores_gemma":[0.05686675,0.00320136,0.01957016,0.002172764,0.008110694,0.0002494132,0.0004560778,0.0002637062,0.9091091],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8698986,"threshold_uncertainty_score":0.7945094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04197408462975459,"score_gpt":0.2712112143318795,"score_spread":0.2292371297021249,"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."}}