{"id":"W4223638745","doi":"10.1186/s12913-022-07827-4","title":"Determinants of the de-implementation of low-value care: a multi-method study","year":2022,"lang":"en","type":"review","venue":"BMC Health Services Research","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Calgary Laboratory Services; Dalhousie University; University of Toronto; University of Calgary; St. Michael's Hospital; University of Ottawa","funders":"","keywords":"Facilitator; Health administration; Thematic analysis; Content analysis; Nursing research; Health informatics; Grey literature; Medicine; Health care; Systematic review; Nursing; Medical education; MEDLINE; Public health; Qualitative research; Psychology; Family medicine; Sociology; Political science","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","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.05962019,0.0005299014,0.003183709,0.0008993204,0.002816952,0.00002400393,0.002852828,0.00056583,0.0008428931],"category_scores_gemma":[0.001134888,0.0003953343,0.0004502066,0.003111135,0.0001470521,0.0002219116,0.002895465,0.005276486,0.00006918254],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00331258,"about_ca_system_score_gemma":0.03753787,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1104817,"about_ca_topic_score_gemma":0.1117804,"domain_scores_codex":[0.8568988,0.1319885,0.004846999,0.001042823,0.003187335,0.002035527],"domain_scores_gemma":[0.97274,0.01773782,0.005086466,0.002513789,0.001342498,0.0005794445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003861717,0.0003696221,0.07399675,0.4320935,0.00004462456,0.000003275916,0.06192095,0.000001015056,1.154822e-7,0.0000334383,0.00001318907,0.4314849],"study_design_scores_gemma":[0.001412952,0.0009647254,0.04838176,0.02717856,0.0001650193,0.000005573338,0.396211,0.0001243297,0.000001369759,0.0000158883,0.52522,0.0003187961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01193964,0.9604004,0.00004172925,0.0001224169,0.001044979,0.02562422,0.0006709833,0.00005193023,0.0001037258],"genre_scores_gemma":[0.001238406,0.9890212,0.003033974,0.0007667366,0.0002718967,0.005173545,0.0001105119,0.0001815146,0.000202166],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5252068,"threshold_uncertainty_score":0.9998499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8272234909692271,"score_gpt":0.7556016652977267,"score_spread":0.07162182567150044,"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."}}