{"id":"W2917414347","doi":"10.1001/jamanetworkopen.2019.0111","title":"Association of Duration of Surgery With Postoperative Delirium Among Patients Receiving Hip Fracture Repair","year":2019,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":160,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Health Sciences Centre; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Delirium; Hip fracture; Duration (music); Surgery; Anesthesia; Internal medicine; Psychiatry; Osteoporosis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007183597,0.0001412623,0.0005058455,0.00008041805,0.00004141817,0.00002312274,0.0000900052,0.0001718791,0.0001999491],"category_scores_gemma":[0.005518797,0.0001143406,0.0001091693,0.0003359803,0.00003752766,0.0003803357,0.00006716704,0.0002452487,0.00001105962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001408682,"about_ca_system_score_gemma":0.0001465012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002370041,"about_ca_topic_score_gemma":0.0001228411,"domain_scores_codex":[0.9985347,0.0002310713,0.000435342,0.0002295816,0.0003616924,0.000207653],"domain_scores_gemma":[0.9844809,0.0006436653,0.000683616,0.0002207754,0.01392429,0.00004672992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001001764,0.00007138989,0.9256393,0.00004933481,0.000270511,0.000002704438,0.0006037473,0.0002157421,0.0001130625,0.000009883971,0.0714357,0.0005868957],"study_design_scores_gemma":[0.001546539,0.0003828572,0.9929562,0.001218866,0.0001224445,0.000001025395,0.001422675,0.0003168662,0.001224192,0.00001323005,0.0006649617,0.0001301143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874311,0.0000358881,0.00007317866,0.00256908,0.0001957578,0.00130226,0.00001120673,0.00001986465,0.008361631],"genre_scores_gemma":[0.9888555,0.00001848762,0.0003239454,0.009180363,0.00007397672,0.00001927072,0.0003665416,0.00002741737,0.001134455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07077073,"threshold_uncertainty_score":0.6606914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01015527286128692,"score_gpt":0.244534869033766,"score_spread":0.2343795961724791,"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."}}