{"id":"W2964669963","doi":"","title":"Artificial intelligence in neurosurgery","year":2019,"lang":"en","type":"article","venue":"University of Toronto Medical Journal","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Aside; Psychology; The Renaissance; Artificial intelligence; Computer science; Psychiatry; History; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00307923,0.0007827911,0.0009256207,0.002791061,0.001102698,0.004571342,0.001171011,0.005052289,0.01151114],"category_scores_gemma":[0.006762583,0.0002555711,0.0004530827,0.001901534,0.007994432,0.003815241,0.002113699,0.006972371,0.0033779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004155376,"about_ca_system_score_gemma":0.004471289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005837666,"about_ca_topic_score_gemma":0.006920401,"domain_scores_codex":[0.9982138,0.000783901,0.0001264269,0.0002123558,0.0005403094,0.0001232319],"domain_scores_gemma":[0.9964115,0.002237926,0.0002050823,0.0002087117,0.0005650645,0.0003717027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000613863,0.00006183596,0.001137381,0.00148526,0.00005459623,0.000412435,0.0007066665,0.001159405,0.000262349,0.4036377,0.2454958,0.3455253],"study_design_scores_gemma":[0.00001194493,0.00004643977,0.001194478,0.002118456,0.00001313122,0.0009091017,0.0002910797,0.0003849391,0.0000872661,0.2547085,0.7402056,0.00002909521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000794255,0.7792395,0.005210086,0.1254238,0.01097218,0.00003108069,0.000107842,0.0001082461,0.078113],"genre_scores_gemma":[0.04737151,0.8388937,0.006998542,0.04646228,0.0271289,0.0001651234,0.0002071861,0.0001198544,0.03265293],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01151114,"threshold_uncertainty_score":0.03850859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07177573377064463,"score_gpt":0.3477971470089209,"score_spread":0.2760214132382763,"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."}}