{"id":"W2886512770","doi":"10.1093/neuros/nyy105","title":"Overlapping Surgery","year":2018,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Globe; Terminology; Subject (documents); Ophthalmology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003946105,0.0001412134,0.0006509933,0.0001594764,0.00008280273,0.00002650761,0.00003607587,0.00007868021,0.0004352958],"category_scores_gemma":[0.000781997,0.0001177002,0.0006218664,0.0002954785,0.0001328325,0.00006990112,0.00002314169,0.0001244496,0.0004813182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001846288,"about_ca_system_score_gemma":0.00008680435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008534138,"about_ca_topic_score_gemma":4.880599e-7,"domain_scores_codex":[0.9987256,0.00007117056,0.0002905045,0.000266231,0.0003145427,0.0003319816],"domain_scores_gemma":[0.9978302,0.00150695,0.00005499217,0.0003348688,0.00007633714,0.0001966921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002859165,0.0001087883,0.9285001,0.00006241746,0.00005793105,0.001588841,0.00005339983,4.181091e-7,0.005895547,0.001063109,0.05010678,0.0122768],"study_design_scores_gemma":[0.0001386429,0.00003207162,0.4432499,0.00003682522,0.00003091274,0.0004544967,0.000006505558,0.00002010766,0.001087489,0.000008572766,0.5548235,0.0001109872],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9296719,0.0001069883,0.00003734807,0.0024148,0.001376556,0.0001096835,0.000001370112,0.0002011332,0.06608022],"genre_scores_gemma":[0.9844908,0.00008600924,0.00005858948,0.007731527,0.001161331,0.000007141555,0.000006342014,0.00003209752,0.006426228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5047167,"threshold_uncertainty_score":0.6186532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03139693365159869,"score_gpt":0.2719466469318091,"score_spread":0.2405497132802105,"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."}}