{"id":"W4382011051","doi":"10.1111/bcpt.13922","title":"Survey content validation evaluating the dissemination and implementation of deprescribing guidelines","year":2023,"lang":"en","type":"article","venue":"Basic & Clinical Pharmacology & Toxicology","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa; University of Waterloo","funders":"","keywords":"Deprescribing; Medicine; Environmental health; Intensive care medicine; Polypharmacy","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":[],"consensus_categories":[],"category_scores_codex":[0.01212555,0.0001547073,0.0004291439,0.0001577815,0.000682735,0.000004080726,0.000183502,0.0003264358,0.0008331562],"category_scores_gemma":[0.005906424,0.0001226482,0.00007310472,0.0004172312,0.0002536818,0.0001232874,0.0002418502,0.0006744335,0.00009680955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001179834,"about_ca_system_score_gemma":0.0003761751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000782211,"about_ca_topic_score_gemma":0.001003741,"domain_scores_codex":[0.9886177,0.007906785,0.002282861,0.0004404969,0.0002741652,0.0004780359],"domain_scores_gemma":[0.9788357,0.01871356,0.001110759,0.0002192767,0.001001618,0.00011908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001460298,0.00002313927,0.9242492,0.00006408347,0.00006734305,0.000001036438,0.0006536324,0.00003694836,0.01214412,0.00009317254,0.02691588,0.03560536],"study_design_scores_gemma":[0.001611123,0.0005187618,0.991048,0.0000450986,0.0000938129,0.000001055585,0.002175212,0.003054787,0.0007994292,0.0001753677,0.0003817491,0.00009555545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815067,0.0001013778,0.000194489,0.01099427,0.004949464,0.001989295,0.00009571318,0.0001085374,0.00006014039],"genre_scores_gemma":[0.9943562,0.0003548496,0.0001594827,0.003554113,0.0005078921,0.0005910845,0.0002210774,0.00002265975,0.0002326097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06679878,"threshold_uncertainty_score":0.9122475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6662048170880481,"score_gpt":0.6798303865481647,"score_spread":0.01362556946011662,"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."}}