{"id":"W2072287615","doi":"10.1136/ebm.12.1.22","title":"Periodic telephone counselling for polypharmacy improved compliance and reduced mortality","year":2007,"lang":"en","type":"letter","venue":"Evidence-Based Medicine","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Polypharmacy; Medicine; Compliance (psychology); Pharmacist; Telephone counseling; Patient compliance; Family medicine; Randomized controlled trial; Emergency medicine; Intensive care medicine; Psychology; Pharmacy; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"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":"randomized_trial","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002105147,0.0007614181,0.001608119,0.0003547363,0.0002626388,0.00005025064,0.0002972762,0.0006386999,0.0005295318],"category_scores_gemma":[0.001861025,0.000584222,0.0002814565,0.0003966462,0.000828956,0.0002935125,0.00003055343,0.002726847,0.00002550717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002179297,"about_ca_system_score_gemma":0.000518394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002840912,"about_ca_topic_score_gemma":0.000005198191,"domain_scores_codex":[0.9953904,0.0001754189,0.001172611,0.001092438,0.001174524,0.000994656],"domain_scores_gemma":[0.9926367,0.004752222,0.0007355692,0.0007803277,0.0005251657,0.0005700124],"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":[0.005040984,0.0002037115,0.006996574,0.01615305,0.0007067274,0.001133458,0.0003895928,0.000003322612,0.03080041,0.000008715025,0.9249406,0.01362287],"study_design_scores_gemma":[0.008155546,0.00168364,0.002110868,0.01055035,0.003017796,0.0001334286,0.00004807406,0.006581474,0.002500468,0.00007319274,0.9644174,0.0007277455],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02017878,0.03314719,0.004754156,0.9347676,0.002335783,0.004192217,0.0000850118,0.0002074295,0.0003318159],"genre_scores_gemma":[0.0355196,0.006258135,0.001922158,0.9412214,0.01226314,0.0001887075,0.0005719893,0.0001411835,0.001913682],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03947684,"threshold_uncertainty_score":0.9996609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4225619653720554,"score_gpt":0.4810906862540489,"score_spread":0.05852872088199351,"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."}}