{"id":"W2922425027","doi":"10.2196/13447","title":"Increasing Completion Rate and Benefits of Checklists: Prospective Evaluation of Surgical Safety Checklists With Smart Glasses","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Checklist; Patient safety; Medicine; Medical physics; Computer science; Psychology; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01105702,0.0005874923,0.0005132024,0.001152807,0.0005634234,0.0008373285,0.0006798805,0.0006528454,0.003321446],"category_scores_gemma":[0.02409387,0.000562008,0.00181181,0.0006766085,0.0007385137,0.001909033,0.001210576,0.00108615,0.0005690961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007283277,"about_ca_system_score_gemma":0.001832121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001166746,"about_ca_topic_score_gemma":0.002144253,"domain_scores_codex":[0.992859,0.003045707,0.001267675,0.0006754881,0.001589661,0.0005624209],"domain_scores_gemma":[0.9673465,0.009645771,0.01488583,0.001488222,0.003339214,0.003294396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01736057,0.01156508,0.8939622,0.001765638,0.0009123961,0.0000770398,0.002968553,0.0004754962,0.0008917911,0.0001049925,0.001396267,0.06851995],"study_design_scores_gemma":[0.001465068,0.06111849,0.932672,0.0003449511,0.0003230501,0.0000982901,0.001460841,0.0006364684,0.0005994077,0.00006404983,0.001141028,0.00007628881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973114,0.000290894,0.0003473271,0.00006863689,0.00002794297,0.001148083,0.0003085811,0.0000210968,0.000476108],"genre_scores_gemma":[0.9947225,0.0002791577,0.001980867,0.0001029891,0.0000296652,0.002201774,0.0003339731,0.0000107457,0.0003384022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01105702,"threshold_uncertainty_score":0.05847579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08988538032530863,"score_gpt":0.4281067566544139,"score_spread":0.3382213763291053,"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."}}