{"id":"W3008280770","doi":"10.1136/bmj.m261","title":"Using a clinical process map to identify prescribing cascades in your patient","year":2020,"lang":"en","type":"article","venue":"BMJ","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; St. Michael's Hospital; Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Intensive care medicine; Dementia; Disease; Harm; Adverse effect; Medical emergency; Health care; Psychology; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003162688,0.00009668899,0.0002557192,0.00004414188,0.00002809664,0.00002354588,0.00007122659,0.00006232753,0.000125515],"category_scores_gemma":[0.001383677,0.00008068023,0.00007414253,0.0001984013,0.00001803931,0.0001410663,0.00008172094,0.0003197545,0.0001112449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002935025,"about_ca_system_score_gemma":0.00007313601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003225194,"about_ca_topic_score_gemma":0.000003486078,"domain_scores_codex":[0.9986367,0.00009505937,0.0005225723,0.0002530909,0.0002774765,0.0002151176],"domain_scores_gemma":[0.999266,0.0001322242,0.0001005332,0.0001160807,0.00004806316,0.0003370602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001389549,0.0004711213,0.9776214,0.0004953694,0.00006280211,0.0004110112,0.004048533,0.0003348667,0.001723382,0.0000253811,0.004291547,0.009124977],"study_design_scores_gemma":[0.01394684,0.004958562,0.5443868,0.002624316,0.0009102794,0.0002235574,0.008519636,0.1828021,0.009589936,0.0003273887,0.2301424,0.001568171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767765,0.000124312,0.0001658145,0.02056161,0.000296328,0.0009296121,0.000003561176,0.00003394438,0.001108296],"genre_scores_gemma":[0.9870396,0.000005354175,0.001556021,0.01099544,0.0003390805,0.00001521143,0.000002792898,0.00001472496,0.00003173893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4332347,"threshold_uncertainty_score":0.3290044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5838206161816495,"score_gpt":0.5896812802786141,"score_spread":0.005860664096964618,"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."}}