{"id":"W6922315558","doi":"10.11575/prism/45374","title":"Patient and family involvement in Choosing Wisely initiatives: a mixed methods study","year":2022,"lang":"en","type":"other","venue":"University of Calgary","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Content analysis; Stakeholder; Health care; Qualitative research; Nonprobability sampling; Public health; Sample (material); Resource (disambiguation); Perception","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006119486,0.0003012502,0.0006113871,0.001192043,0.00009611582,0.000008374082,0.0002711401,0.0001326349,0.001820067],"category_scores_gemma":[0.00003539078,0.0003929505,0.00008301989,0.000477848,0.0002028817,0.00009882062,0.0008694711,0.0004041043,0.00002455514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004848309,"about_ca_system_score_gemma":0.0001490735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006047026,"about_ca_topic_score_gemma":0.002268245,"domain_scores_codex":[0.9969088,0.001648678,0.0002134255,0.0005383442,0.0004477185,0.0002429845],"domain_scores_gemma":[0.9989691,0.000118341,0.0004091639,0.0003607279,0.00004038975,0.0001022394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002229364,0.01276081,0.1153015,0.00120043,0.004310959,0.003442926,0.2217906,0.00005662543,0.002136553,0.001336841,0.4854885,0.1499449],"study_design_scores_gemma":[0.006610321,0.001451179,0.1340295,0.0004873061,0.0004839787,0.000002445831,0.2553802,0.0002121158,0.00002349585,0.00008828197,0.6001706,0.001060635],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1704212,0.002604765,0.0007972915,0.00001227787,0.0002548922,0.002943188,0.0002986705,0.0002632161,0.8224044],"genre_scores_gemma":[0.2329165,0.002939798,0.4328156,0.001228148,0.0002426117,0.00005724777,0.002288596,0.007236251,0.3202752],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5021292,"threshold_uncertainty_score":0.9998522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02484085204488033,"score_gpt":0.2699863227640997,"score_spread":0.2451454707192194,"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."}}