{"id":"W1964335769","doi":"10.1227/01.neu.0000255466.22387.15","title":"PROSPECTIVE ERROR RECORDING IN SURGERY","year":2007,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Surgery; Prospective cohort study; Patient safety; American society of anesthesiologists; Neurosurgery; Near miss; Health care","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":[0.002778234,0.0001223092,0.0002857909,0.0004191737,0.0002677722,7.506722e-7,0.0000779358,0.000156247,0.000284662],"category_scores_gemma":[0.00275249,0.0001190567,0.00008538112,0.0006666106,0.00004918074,0.0001587071,0.00004290625,0.00065762,0.0003480674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001541147,"about_ca_system_score_gemma":0.0002580016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007765508,"about_ca_topic_score_gemma":0.0001539425,"domain_scores_codex":[0.997727,0.0002869182,0.000783738,0.0002996956,0.0002498689,0.0006527357],"domain_scores_gemma":[0.9954157,0.003790298,0.0003143309,0.0002436056,0.00007062513,0.0001653844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001116729,0.00006303541,0.9867555,0.00004444337,0.000002557807,0.00004999804,0.0006920056,0.000008964717,0.0002391862,0.0002383372,0.01007563,0.001718652],"study_design_scores_gemma":[0.0002170781,0.000009403149,0.9452868,0.0001708101,0.000002782073,0.00000225522,0.0004607528,0.00002419735,0.0001089688,0.0002206908,0.05337836,0.0001178982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743224,0.00003497727,0.0009319222,0.002167217,0.005354921,0.0005064938,0.000004816078,0.0001606744,0.01651661],"genre_scores_gemma":[0.995304,0.00003253115,0.00006338556,0.002783253,0.0002797431,0.00007750007,0.00001219537,0.00002521771,0.00142214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04330273,"threshold_uncertainty_score":0.4854991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1142555117101424,"score_gpt":0.4203835853572371,"score_spread":0.3061280736470948,"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."}}