{"id":"W1869951289","doi":"10.1378/chest.2275382","title":"Use of Mobile Device Reminders and Web-Based Modules to Improve Surgical Outcomes","year":2015,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Music Therapy and Health","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto East General Hospital","funders":"","keywords":"Medicine; Session (web analytics); Medical emergency; Surgery; World Wide Web; 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":[0.0006291064,0.0001033762,0.0002523104,0.00009168262,0.00005560059,0.00003137419,0.0001025631,0.00009933866,0.0003357693],"category_scores_gemma":[0.00005449997,0.00007955438,0.00005710921,0.0000767588,0.00005946921,0.0000713897,0.0000169074,0.0002554604,0.00002305678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004225288,"about_ca_system_score_gemma":0.0001381652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007224859,"about_ca_topic_score_gemma":0.0000356806,"domain_scores_codex":[0.9990467,0.0001102999,0.0003044615,0.0001478054,0.0001568398,0.0002338751],"domain_scores_gemma":[0.9989779,0.0001867136,0.0001404389,0.000188844,0.00009724548,0.0004088321],"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":[0.004116335,0.001594527,0.601835,0.0002751366,0.0004915495,0.0006164396,0.02466037,0.0004601303,0.004486925,0.004208551,0.06601024,0.2912449],"study_design_scores_gemma":[0.008087624,0.001566572,0.2500813,0.00008301992,0.00005389126,0.0004230507,0.002603861,0.000222214,0.0008025988,0.0005183828,0.7351631,0.0003943907],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965016,0.0003417846,0.0002330584,0.00115135,0.0006694912,0.0001391198,0.00001010951,0.0000134091,0.0009400269],"genre_scores_gemma":[0.9960244,0.00002120526,0.001859716,0.001102209,0.0002045103,0.00001002771,0.000001165008,0.00001539857,0.000761398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6691529,"threshold_uncertainty_score":0.3676439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1246272773706361,"score_gpt":0.3815362217323057,"score_spread":0.2569089443616696,"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."}}