{"id":"W4396592844","doi":"10.1136/bmjqs-2023-016934","title":"Checking all the boxes: a checklist for when and how to use checklists effectively","year":2024,"lang":"en","type":"review","venue":"BMJ Quality & Safety","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Checklist; Medicine; Medical education; Medical emergency; Psychology","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01098209,0.0007345329,0.002215531,0.000190948,0.001048296,0.00003369503,0.00061871,0.0008589299,0.00004935022],"category_scores_gemma":[0.009795462,0.0004551915,0.0007260798,0.000422112,0.0001895246,0.0002199646,0.0005596395,0.001711694,0.0003134408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007081903,"about_ca_system_score_gemma":0.001623407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002928906,"about_ca_topic_score_gemma":0.0003395955,"domain_scores_codex":[0.991818,0.003397423,0.002152413,0.001094457,0.0006086674,0.0009290424],"domain_scores_gemma":[0.9887914,0.007962155,0.001389804,0.001107791,0.0002744996,0.0004743236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003495646,0.0001166949,0.000120051,0.180841,0.001139804,0.000007569181,0.02615805,7.115853e-7,0.000001911592,0.01306656,0.2160984,0.5620997],"study_design_scores_gemma":[0.0005164043,0.0000619827,0.0006899799,0.02528411,0.001269607,0.000004981372,0.001080355,0.00000972806,1.513768e-7,0.0002989389,0.9702427,0.0005410832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002878944,0.925704,0.008999096,0.03494766,0.002916202,0.02348877,0.00239693,0.0003469522,0.001171584],"genre_scores_gemma":[0.0001244311,0.9657264,0.0009363986,0.004169024,0.001211663,0.008434203,0.001069392,0.0001705063,0.01815793],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7541443,"threshold_uncertainty_score":0.99979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3462007431492559,"score_gpt":0.5559859531082428,"score_spread":0.2097852099589869,"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."}}