{"id":"W3033188832","doi":"10.1177/2399202620922507","title":"Influencers on deprescribing practice of primary healthcare providers in Nova Scotia: An examination using behavior change frameworks","year":2020,"lang":"en","type":"article","venue":"Medicine Access Point of Care","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Horizon Health Network; Nova Scotia Health Authority; Dalhousie University","funders":"Dalhousie University","keywords":"Deprescribing; Influencer marketing; Nursing; Health care; Nova scotia; Context (archaeology); Medicine; Psychology; Polypharmacy; Business; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00643046,0.0002670046,0.0003679677,0.001962121,0.002828019,0.002085433,0.0009896227,0.0004061598,0.0008210056],"category_scores_gemma":[0.01712791,0.0003201524,0.0005568027,0.001482766,0.002201556,0.0004140828,0.002807429,0.0008266388,0.00004260828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03667434,"about_ca_system_score_gemma":0.0414097,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8749636,"about_ca_topic_score_gemma":0.9164201,"domain_scores_codex":[0.9951107,0.002076428,0.0003078336,0.0003771152,0.001104365,0.001023552],"domain_scores_gemma":[0.9820244,0.008953203,0.003342344,0.0005186676,0.003231231,0.001930011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004512791,0.00008463243,0.9306356,0.0001603548,0.00005215132,0.0002730489,0.05311832,0.0002649834,0.0002242272,0.000603947,0.0002999284,0.01423761],"study_design_scores_gemma":[0.000007265521,0.00005236216,0.9526103,0.0001864665,0.0000246992,0.00005758706,0.04490678,0.0008401801,0.00007557249,0.0001025126,0.001124592,0.00001175876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961678,0.0002293565,0.0002231675,0.0008270606,0.000007213132,0.000102485,0.00009983045,0.000002895456,0.002340174],"genre_scores_gemma":[0.9992155,0.0001555775,0.0003173535,0.00006327952,0.000001830395,0.00003576743,0.00004424192,0.000001092009,0.0001653003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1250364,"threshold_uncertainty_score":0.2660922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3191820434451217,"score_gpt":0.4776629669173105,"score_spread":0.1584809234721887,"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."}}