{"id":"W2096306168","doi":"10.1503/cmaj.111311","title":"Patients and families as safety experts","year":2011,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Medicine; Computer science; Data science; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001741774,0.0002796194,0.0004807047,0.0004087633,0.00145567,0.000007308866,0.0003718851,0.003603399,0.01458872],"category_scores_gemma":[0.00615805,0.0002472911,0.000113744,0.0001643205,0.00009744298,0.0001580573,0.00005235793,0.007244363,0.001302138],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002060635,"about_ca_system_score_gemma":0.008498201,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007324266,"about_ca_topic_score_gemma":0.01447746,"domain_scores_codex":[0.9942706,0.001146035,0.001098112,0.0003021919,0.002101555,0.001081538],"domain_scores_gemma":[0.9950808,0.0007124595,0.001146064,0.0001814232,0.0008119357,0.002067284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007204753,0.000009852299,0.04728018,0.00003937592,0.0000794739,0.0001591899,0.002735059,4.046537e-8,2.12903e-8,0.00003916149,0.9436554,0.005995012],"study_design_scores_gemma":[0.001011514,0.00004914233,0.02327499,0.0003802531,0.00003811238,0.00002157196,0.0009009652,0.000002514447,1.023205e-7,0.0002256092,0.9738571,0.0002381477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003673625,0.0001828802,0.00003682641,0.9295494,0.006958901,0.0004725958,0.0001804834,0.00003923518,0.05890604],"genre_scores_gemma":[0.0021855,0.001371422,0.00004367499,0.9765213,0.00666328,0.00004496489,0.0004174057,0.00004910965,0.01270334],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04697189,"threshold_uncertainty_score":0.9999979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02591429142880662,"score_gpt":0.3167060022990542,"score_spread":0.2907917108702476,"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."}}