{"id":"W6976927080","doi":"10.6084/m9.figshare.c.5803479","title":"Understanding low-value care and associated de-implementation processes: a qualitative study of Choosing Wisely Interventions across Canadian hospitals","year":2022,"lang":"en","type":"other","venue":"Figshare","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Thematic analysis; Qualitative research; Health care; Harm; Sample (material); Process (computing); Quality (philosophy); Health services research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01907289,0.0007264173,0.001173054,0.002156761,0.02622426,0.005457072,0.003929365,0.002038514,0.00350991],"category_scores_gemma":[0.02793165,0.0007847606,0.0004798382,0.003262028,0.01344059,0.002679209,0.004949728,0.003751744,0.0002408134],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08533224,"about_ca_system_score_gemma":0.1180993,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8252568,"about_ca_topic_score_gemma":0.8994418,"domain_scores_codex":[0.9818802,0.01024629,0.0004828893,0.001019408,0.00171605,0.00465508],"domain_scores_gemma":[0.9653513,0.02028072,0.001974547,0.000663758,0.004920836,0.006808729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002898877,0.0000588817,0.003088649,0.0001387423,0.000003248432,0.0003696778,0.9919423,0.00003740001,0.0003207753,0.0006444972,0.0004275464,0.002939257],"study_design_scores_gemma":[0.000003698292,0.00003853025,0.002137493,0.0001661062,0.000003540878,0.00003922605,0.9934331,0.00006524126,0.0001066836,0.00008506898,0.003907097,0.0000141352],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896018,0.0006420742,0.001024585,0.003236583,0.00004485545,0.0005129764,0.0001468857,0.00001729383,0.004773111],"genre_scores_gemma":[0.9944152,0.0006405772,0.001477868,0.001076987,0.00001048709,0.00027424,0.0000603455,0.00002086869,0.002023526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9146678,"threshold_uncertainty_score":0.6191316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3134517310730005,"score_gpt":0.5716184517960142,"score_spread":0.2581667207230138,"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."}}