{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00378364,0.0002913689,0.0002834401,0.0009580156,0.0009631384,0.002680402,0.0006541153,0.001230938,0.004531431],"category_scores_gemma":[0.06058914,0.0002750309,0.0003162406,0.0006762258,0.0008382617,0.003540701,0.0008242587,0.001706645,0.001923689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091185,"about_ca_system_score_gemma":0.003859204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004136845,"about_ca_topic_score_gemma":0.008644039,"domain_scores_codex":[0.9974462,0.001222603,0.0002511995,0.0001543779,0.0005702449,0.0003553908],"domain_scores_gemma":[0.9759651,0.01127754,0.003894666,0.0006153664,0.005690132,0.002557144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002530719,0.0003127514,0.4312256,0.0003358168,0.0001292035,0.002000737,0.005614275,0.001402043,0.0006781373,0.004456144,0.07505065,0.4785417],"study_design_scores_gemma":[0.0001427552,0.0009166108,0.4091714,0.006170227,0.0006879091,0.0305777,0.08547623,0.009788798,0.008919205,0.04590232,0.4018474,0.0003995589],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.652482,0.02242126,0.02488977,0.173982,0.004302434,0.0001688846,0.001359803,0.0006728986,0.1197208],"genre_scores_gemma":[0.948532,0.01584246,0.02215534,0.008013617,0.001167101,0.00009712062,0.0006535968,0.0001910412,0.003347819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004531431,"threshold_uncertainty_score":0.02001005,"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."}}