{"id":"W4400608357","doi":"10.1007/s11739-024-03675-8","title":"Development and validation of the medical attitudes towards deprescribing questionnaire: comment","year":2024,"lang":"en","type":"letter","venue":"Internal and Emergency Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"HORIZON EUROPE European Innovation Council","keywords":"Medicine; Deprescribing; MEDLINE; Family medicine; Polypharmacy; Intensive care medicine","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003194377,0.0002676831,0.0004791827,0.0001240215,0.0003147041,0.000004373105,0.0003264071,0.0005705262,0.001863938],"category_scores_gemma":[0.001896005,0.0001546512,0.00005039323,0.0001353933,0.0002180062,0.00008409774,0.0005222469,0.003131633,0.0000284456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001612024,"about_ca_system_score_gemma":0.0005227586,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007384303,"about_ca_topic_score_gemma":0.0009843911,"domain_scores_codex":[0.9953818,0.001157989,0.001555632,0.0003928238,0.001160974,0.0003507247],"domain_scores_gemma":[0.9984249,0.0003469097,0.0005358727,0.0002754377,0.0002418534,0.0001749777],"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":[0.00002093972,0.00002069399,0.05496123,0.006605852,0.000165895,0.00004429319,0.007602231,3.638981e-8,0.00001395,0.0001939953,0.9194672,0.01090367],"study_design_scores_gemma":[0.000268093,0.00006390804,0.02294703,0.01557934,0.0001163815,0.00002209069,0.0004684326,0.00001851741,0.00004072919,0.0004112722,0.9599079,0.0001563348],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06301971,0.006761475,0.000171614,0.9184475,0.009732518,0.0004642166,0.00001175747,0.00004300178,0.001348208],"genre_scores_gemma":[0.175667,0.009195996,0.0001899316,0.7918019,0.01217045,0.0002425292,0.0001182806,0.00009281391,0.01052109],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1266456,"threshold_uncertainty_score":0.9992256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5187059295915132,"score_gpt":0.5379791730961606,"score_spread":0.01927324350464743,"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."}}