{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007189469,0.0008077926,0.0003514198,0.001972178,0.001393568,0.002194954,0.0007986039,0.001992753,0.2394724],"category_scores_gemma":[0.005314383,0.0002308591,0.0004714596,0.001109219,0.0006969602,0.001423155,0.001866605,0.004316864,0.09728909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001500598,"about_ca_system_score_gemma":0.004026559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002821495,"about_ca_topic_score_gemma":0.004257612,"domain_scores_codex":[0.9988453,0.0001377496,0.00009950193,0.0001963903,0.0005184085,0.0002025581],"domain_scores_gemma":[0.996276,0.0002413644,0.0002557322,0.0002003882,0.001610916,0.001415585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00005041523,0.00003830717,0.0009443224,0.0001312478,0.000005999906,0.0004003647,0.00005375048,0.00003896664,0.0001796365,0.003039524,0.8740481,0.1210694],"study_design_scores_gemma":[0.00001777925,0.0000292015,0.001692839,0.0003202495,0.000003798001,0.001366596,0.00009670131,0.00005825474,0.00009495636,0.001654569,0.9946543,0.00001067834],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004760877,0.03425665,0.003422672,0.08078214,0.1176958,0.0004687762,0.003215833,0.001212364,0.754185],"genre_scores_gemma":[0.07318833,0.06515822,0.004321296,0.06950806,0.08632445,0.0006911835,0.00903075,0.0007921813,0.6909856],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2394724,"threshold_uncertainty_score":0.8011149,"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."}}