{"id":"W2610460851","doi":"10.1186/s13012-017-0585-9","title":"A methodological protocol for selecting and quantifying low-value prescribing practices in routinely collected data: an Australian case study","year":2017,"lang":"en","type":"article","venue":"Implementation Science","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Women's College Hospital","funders":"Medical Research Council; National Health and Medical Research Council; RoZetta; HCF Research Foundation; Commonwealth Fund","keywords":"Medicine; Health services research; Health informatics; Protocol (science); Health administration; Public health; Health economics; Quality of Life Research; Value (mathematics); Environmental health; Alternative medicine; Statistics; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2539206,0.002517543,0.002554529,0.009524123,0.008029962,0.005943015,0.007086954,0.007895095,0.02629673],"category_scores_gemma":[0.2641717,0.002872155,0.004487833,0.008935299,0.006360162,0.004612312,0.009229209,0.007717102,0.005933074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01325064,"about_ca_system_score_gemma":0.04894978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01150684,"about_ca_topic_score_gemma":0.01794709,"domain_scores_codex":[0.7603205,0.1795183,0.03206689,0.007593661,0.01700564,0.003494944],"domain_scores_gemma":[0.7946537,0.1055693,0.01537909,0.02989345,0.05074225,0.00376225],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004729343,0.004276522,0.009878312,0.06674522,0.0006435602,0.01575989,0.2164205,0.009319905,0.006448106,0.1655449,0.1160041,0.3842297],"study_design_scores_gemma":[0.004697727,0.004817158,0.01220159,0.07663404,0.0006781899,0.004298187,0.06592037,0.008294464,0.006788406,0.08661687,0.7283425,0.0007104868],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003892882,0.0009422749,0.07562178,0.002369368,0.0005505489,0.9105304,0.001591657,0.00009186418,0.004409195],"genre_scores_gemma":[0.002869077,0.0004568866,0.08633447,0.000714817,0.00005324533,0.9083149,0.0002779976,0.00001478304,0.0009637682],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7460793,"threshold_uncertainty_score":0.9200487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9883074452752649,"score_gpt":0.8178654593440072,"score_spread":0.1704419859312577,"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."}}