{"id":"W2103058226","doi":"10.1017/s1481803500012860","title":"Emergency department discharge instructions comprehension and compliance study","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":123,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Emergency department; Medicine; Reading comprehension; Comprehension; Cohen's kappa; Test (biology); Rank correlation; Reading (process); Nursing; Linguistics; Statistics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006406048,0.0001483821,0.0003250056,0.0002864936,0.0008122411,2.015889e-7,0.0001782172,0.00007039591,0.01117345],"category_scores_gemma":[0.0003701756,0.0001145113,0.00004737863,0.0003186147,0.00008272144,0.0001811767,0.00001713967,0.0005033329,0.00006542619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001559404,"about_ca_system_score_gemma":0.0005108669,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001515949,"about_ca_topic_score_gemma":0.04682574,"domain_scores_codex":[0.9976248,0.0002520202,0.001282756,0.0001582316,0.0002949465,0.0003872075],"domain_scores_gemma":[0.9975273,0.00004399197,0.0006693421,0.0002093714,0.0004151067,0.001134906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003603158,0.0001247357,0.8330101,0.00008805796,0.000100055,0.00001176786,0.01570583,0.00004881112,0.000136674,0.0007670922,0.1475942,0.002376617],"study_design_scores_gemma":[0.00126125,0.000397096,0.500301,0.000256334,0.00008658323,0.000007655321,0.007951178,0.00006454947,0.000001195851,0.0001786639,0.4893825,0.0001119303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544271,0.002959449,0.0007882715,0.01680566,0.01947982,0.0007210825,0.00002508043,0.00001330849,0.004780192],"genre_scores_gemma":[0.995461,0.001010464,0.0001475222,0.0002571675,0.001539519,0.00001798212,0.00001354171,0.00001477027,0.001538047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3417884,"threshold_uncertainty_score":0.9897305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2652701474612414,"score_gpt":0.4699518198423475,"score_spread":0.2046816723811061,"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."}}