{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01287607,0.000155289,0.0005244435,0.0000507041,0.003895414,0.00000536973,0.0005543492,0.0000693024,0.0007161492],"category_scores_gemma":[0.006294613,0.0001583053,0.000106017,0.0002675516,0.00007125486,0.0002387502,0.002373001,0.0008245918,0.0001050107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001324745,"about_ca_system_score_gemma":0.001381239,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01213387,"about_ca_topic_score_gemma":0.001638916,"domain_scores_codex":[0.9928926,0.002629098,0.002558115,0.0005227219,0.0007500838,0.0006473801],"domain_scores_gemma":[0.9797285,0.0002686371,0.01888149,0.0007818263,0.0001040587,0.0002355376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001229558,0.0002391248,0.8818157,0.000339297,0.00003052923,0.00001533055,0.08667848,0.0001174905,0.00003515725,0.001483276,0.008326137,0.02079656],"study_design_scores_gemma":[0.0008864643,0.0001390308,0.9230641,0.000134087,0.000009907731,0.000001613526,0.0645004,0.0001386444,0.00001137375,0.0002554146,0.01056234,0.0002966471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769929,0.00002782444,0.001969685,0.009427559,0.001908609,0.005788568,0.0001205901,0.0001197185,0.003644539],"genre_scores_gemma":[0.9860935,0.000001632497,0.0005063315,0.005868197,0.0002029357,0.002350272,0.0002389244,0.00002786836,0.004710352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04124842,"threshold_uncertainty_score":0.9974014,"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."}}