{"id":"W4402027018","doi":"10.1111/imj.16510","title":"The <scp>Australian Team Approach to Polypharmacy Evaluation and Reduction</scp> (<scp>AusTAPER</scp>) hospital study: effect of a collaborative medication review on the number of current regular medicines for older hospital inpatients","year":2024,"lang":"en","type":"article","venue":"Internal Medicine Journal","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Health and Medical Research Council; Department of Health, Government of Western Australia","keywords":"Medicine; Polypharmacy; Reduction (mathematics); Family medicine; Pharmacology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005627451,0.0003471448,0.0007351914,0.0002006079,0.0002003443,0.00004865973,0.0003073068,0.00006674406,0.00004430245],"category_scores_gemma":[0.0125789,0.000160054,0.0001766346,0.00060644,0.0003585717,0.0002337278,0.00006960299,0.0009124699,0.000006540041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001676616,"about_ca_system_score_gemma":0.0002128537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000185654,"about_ca_topic_score_gemma":4.559153e-7,"domain_scores_codex":[0.9953647,0.0007644511,0.001181415,0.0003824917,0.0019696,0.0003373818],"domain_scores_gemma":[0.9936002,0.003848044,0.0008026338,0.0003053317,0.001065424,0.0003783277],"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":[0.0005741108,0.00230104,0.06041158,0.005912463,0.002853314,0.00001387503,0.03014806,0.00001017784,0.000922057,0.0003231615,0.783285,0.1132451],"study_design_scores_gemma":[0.03811409,0.06289294,0.08552298,0.1020672,0.02410076,0.002054086,0.07991771,0.008269501,0.008988669,0.00118347,0.5864368,0.0004517515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9416548,0.02878805,0.0002724126,0.01482611,0.004573914,0.007814992,0.00002160161,0.00002362662,0.002024519],"genre_scores_gemma":[0.9907291,0.006407465,0.00006344342,0.000378609,0.00138195,0.0003755057,0.00001977172,0.0000383849,0.0006057579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1968482,"threshold_uncertainty_score":0.9957386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06145400297849136,"score_gpt":0.4556203605551083,"score_spread":0.3941663575766169,"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."}}