{"id":"W3112353248","doi":"10.1177/0272989x20978208","title":"What Works in Implementing Patient Decision Aids in Routine Clinical Settings? A Rapid Realist Review and Update from the International Patient Decision Aid Standards Collaboration","year":2020,"lang":"en","type":"article","venue":"Medical Decision Making","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":231,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of British Columbia; Ottawa Hospital; Western University","funders":"Cardiff University; Healthwise; Massachusetts General Hospital","keywords":"Decision aids; Medicine; Decision support system; Medical emergency; Management science; Computer science; Alternative medicine; Engineering; Data mining; Pathology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0113597,0.0003304641,0.0008009525,0.0001577213,0.0005701174,0.0001667383,0.0005763362,0.0003545252,0.003108246],"category_scores_gemma":[0.01164272,0.0002299955,0.0001090845,0.0009209227,0.00008074436,0.0006426377,0.001363879,0.001499573,0.00005818322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006289647,"about_ca_system_score_gemma":0.0006332042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001472547,"about_ca_topic_score_gemma":0.002387471,"domain_scores_codex":[0.9890437,0.001726308,0.004299392,0.0009301864,0.003233231,0.0007672363],"domain_scores_gemma":[0.9887815,0.008749073,0.00102457,0.0004730817,0.0003917522,0.0005800448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001339872,0.0001176666,0.1046289,0.0002019508,0.00001199684,0.00004446864,0.002824688,0.0000101832,0.000001056494,0.00006928049,0.02406314,0.8666868],"study_design_scores_gemma":[0.01150931,0.001409556,0.01518567,0.2068718,0.0000774315,0.000004076605,0.02162423,0.01452951,0.000007491433,0.004674667,0.7234825,0.0006237666],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9402987,0.0215669,0.01105425,0.01901411,0.004418757,0.003173656,0.0002640138,0.00005036487,0.000159189],"genre_scores_gemma":[0.7519364,0.07459147,0.01914269,0.152742,0.0005740729,0.0002750763,0.0006843018,0.00005155552,0.00000239457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8660631,"threshold_uncertainty_score":0.997803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1306434501693097,"score_gpt":0.4912923000687343,"score_spread":0.3606488498994246,"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."}}