{"id":"W4387599293","doi":"10.1177/08404704231203593","title":"The benefits and opportunities: Engaging patients in identifying and reporting patient safety incidents","year":2023,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Queen's University; University Health Network","funders":"","keywords":"Patient safety; Identification (biology); Medicine; Medical emergency; Patient experience; Nursing; Health care","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002766431,0.0001710166,0.0002482505,0.0003135853,0.002500468,0.000009966129,0.0001321172,0.00009813152,0.000008906651],"category_scores_gemma":[0.0005192139,0.0001415631,0.00002997284,0.0003720093,0.00006737385,0.000201625,0.0007075088,0.0004777213,0.00002637731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001996329,"about_ca_system_score_gemma":0.00006491052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004488506,"about_ca_topic_score_gemma":0.001370277,"domain_scores_codex":[0.996079,0.0004756565,0.001711289,0.0003914917,0.0004889221,0.0008536949],"domain_scores_gemma":[0.9976588,0.0003980894,0.001286486,0.000326935,0.0001064041,0.0002232757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004184022,0.00001888631,0.6628375,0.0006826207,0.00001847009,0.00002237358,0.009431793,0.00001412367,1.678455e-7,0.008559911,0.001578318,0.316794],"study_design_scores_gemma":[0.0008370497,0.00005171993,0.8147649,0.001224905,0.00001064662,8.417243e-7,0.08310002,0.0003051503,4.712352e-7,0.0007575389,0.09879431,0.0001524643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599656,0.0007874564,0.00006120132,0.03275539,0.001332066,0.00218316,0.00002516214,0.0001820374,0.002707969],"genre_scores_gemma":[0.9823418,0.01294709,0.0000488521,0.003454926,0.00002841974,0.000349036,0.0001281766,0.00002716988,0.0006745701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3166415,"threshold_uncertainty_score":0.9987981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2042251052385787,"score_gpt":0.423453605867363,"score_spread":0.2192285006287844,"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."}}