{"id":"W4303446476","doi":"10.1136/bmjoq-2022-001945","title":"Improving incident reporting among physicians at south health campus hospital","year":2022,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; Alberta Health Services","funders":"","keywords":"Intervention (counseling); Medicine; Family medicine; Incident report; Patient safety; Nursing; Medical emergency; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"reporting","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007526603,0.0003822573,0.0003683655,0.001166406,0.001720671,0.001576985,0.001994322,0.0006231109,0.003125249],"category_scores_gemma":[0.03212541,0.0004698193,0.0004130207,0.001212592,0.0007580316,0.0009338951,0.002865948,0.0009329595,0.0003492254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006062002,"about_ca_system_score_gemma":0.01782083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09412442,"about_ca_topic_score_gemma":0.1246277,"domain_scores_codex":[0.994267,0.002330803,0.0004610934,0.0006629242,0.001435594,0.0008426231],"domain_scores_gemma":[0.9793306,0.005394036,0.004457822,0.001165129,0.004082561,0.005569817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001626075,0.007924765,0.5102295,0.001054581,0.0001674946,0.0004702496,0.02622864,0.001046746,0.006804415,0.0002349344,0.01325591,0.4309567],"study_design_scores_gemma":[0.0004726729,0.005505969,0.9541662,0.0005690559,0.0001520237,0.0001985783,0.02098165,0.002529308,0.004640136,0.0001621226,0.01051312,0.0001091749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944911,0.0002910618,0.0005157833,0.002303744,0.00005142188,0.0004972371,0.000104813,0.0001615261,0.00158327],"genre_scores_gemma":[0.9892442,0.0007040805,0.006870809,0.001001202,0.00007849527,0.0004359042,0.0002152095,0.00002237879,0.001427671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09412442,"threshold_uncertainty_score":0.1871532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2006396106179568,"score_gpt":0.5345084986771919,"score_spread":0.3338688880592351,"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."}}