{"id":"W2563305680","doi":"10.1017/9781316105139.033","title":"Asim K. Bag, Glenn H. Roberson","year":2016,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Neurosurgical Procedures and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Content (measure theory); Psychology; Mathematics; Mathematical analysis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003771832,0.0003278087,0.0004380613,0.0001347957,0.0001603936,0.00001871052,0.0002843985,0.0003249482,0.000045117],"category_scores_gemma":[0.00001087082,0.0003012783,0.0003254146,0.000007226437,0.0002024226,0.00004285725,0.0002266617,0.0004325529,0.0001151944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001672565,"about_ca_system_score_gemma":0.0001338773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001528912,"about_ca_topic_score_gemma":4.742107e-7,"domain_scores_codex":[0.9987001,0.00001520186,0.0001767738,0.0005670905,0.0002707837,0.000270012],"domain_scores_gemma":[0.9985835,0.00006497029,0.0001577392,0.0006984724,0.0001714936,0.0003238536],"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":[0.0001820218,0.0000198468,0.000002972003,0.0001124848,0.0001139225,0.0004114146,0.000005899778,1.519959e-7,0.0002987049,0.9275427,0.06870595,0.002603867],"study_design_scores_gemma":[0.0009978424,0.000119247,0.00004669964,0.0003638794,0.0003545355,0.000128336,0.000003561102,0.000008532069,0.0002920407,0.00003947279,0.9973298,0.0003160124],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008659178,0.0001771331,0.000275712,0.0003067183,0.0001358091,0.0004930002,0.0002005719,0.0002019662,0.9981225],"genre_scores_gemma":[0.002695255,0.0001912335,0.00006137021,0.0003761192,0.000252962,0.000001202684,0.00003434362,0.00005959317,0.9963279],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9286239,"threshold_uncertainty_score":0.9999439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02616209346627911,"score_gpt":0.2159298340062986,"score_spread":0.1897677405400194,"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."}}