{"id":"W3139007080","doi":"10.1016/j.wneu.2021.03.019","title":"How Do Pediatric Neurosurgeons Make Intraoperative Decisions?","year":2021,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; York University","funders":"","keywords":"Medicine; Context (archaeology); Grounded theory; Set (abstract data type); Process (computing); Control (management); Action (physics); Operating theater; Qualitative research; Surgery; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002228026,0.0002309534,0.0004540759,0.0003645208,0.0002098707,0.000225827,0.00006484475,0.0000654593,0.0008184934],"category_scores_gemma":[0.002425941,0.0002047427,0.0002975992,0.00181902,0.00005523625,0.000110392,0.00007879615,0.0004392905,0.00008538091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003199135,"about_ca_system_score_gemma":0.0001728101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001100241,"about_ca_topic_score_gemma":0.000009650932,"domain_scores_codex":[0.9979794,0.0001843842,0.0003964682,0.0005580535,0.0004698504,0.0004118522],"domain_scores_gemma":[0.9967782,0.002101435,0.0000945948,0.0004393542,0.0002043376,0.0003821105],"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":[0.000494058,0.001065915,0.8221903,0.0000606342,0.00008216635,0.01531397,0.0002285516,0.0002320892,0.003306675,0.003499402,0.01916671,0.1343595],"study_design_scores_gemma":[0.003066595,0.00007020323,0.3562438,0.00008232002,0.0001516121,0.0004840112,0.00009834322,0.0004231733,0.00355218,0.0002403548,0.6351078,0.0004796073],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673387,0.0005351156,0.0001269728,0.01742768,0.001770931,0.0002074473,0.00001483046,0.0002457553,0.01233256],"genre_scores_gemma":[0.9766427,0.0003229662,0.0001324714,0.008001494,0.000502005,0.00001470147,0.00003188991,0.00004606904,0.01430576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6159411,"threshold_uncertainty_score":0.8961928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0493753007116579,"score_gpt":0.289512628932353,"score_spread":0.2401373282206951,"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."}}