{"id":"W6902054966","doi":"10.6084/m9.figshare.18849135","title":"Additional file 1 of Understanding low-value care and associated de-implementation processes: a qualitative study of Choosing Wisely Interventions across Canadian hospitals","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Qualitative research; Psychological intervention; MEDLINE; Health care; Intervention (counseling)","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007180141,0.0006648042,0.0009951054,0.003860124,0.003853359,0.001897634,0.001996863,0.0009153883,0.7117831],"category_scores_gemma":[0.0684092,0.0005868,0.0008719388,0.007066692,0.0007557437,0.002631475,0.001516405,0.001323601,0.03525503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01077157,"about_ca_system_score_gemma":0.02495816,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3402523,"about_ca_topic_score_gemma":0.5828092,"domain_scores_codex":[0.997659,0.0008684329,0.0003432498,0.0002005888,0.0005662303,0.0003625239],"domain_scores_gemma":[0.9116607,0.06592248,0.002621804,0.002217519,0.01581329,0.001764272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001489625,0.0001139562,0.002837806,0.003860009,0.0000127638,0.00006156107,0.004896849,0.0002109926,0.00004475704,0.001446117,0.9728555,0.01351079],"study_design_scores_gemma":[0.003068215,0.0003260311,0.06815536,0.01297639,0.0001053145,0.0001845945,0.04306308,0.001314637,0.0004579769,0.007300467,0.8627399,0.0003080166],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.002710114,0.00006950404,0.0007924431,0.001301313,0.00008213261,0.004136119,0.9819532,0.0001923453,0.008762831],"genre_scores_gemma":[0.089669,0.001272217,0.03345474,0.004335693,0.00023695,0.1839698,0.5979894,0.000932886,0.08813941],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7117831,"threshold_uncertainty_score":0.6765437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6637903977483637,"score_gpt":0.6042277844882422,"score_spread":0.05956261326012147,"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."}}