{"id":"W2914473118","doi":"10.1093/ageing/afy202.13","title":"105PHYSICIANS’ ATTITUDES TOWARDS DEPRESCRIBING","year":2019,"lang":"en","type":"article","venue":"Age and Ageing","topic":"Problem Solving Skills Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deprescribing; Medicine; Polypharmacy; Family medicine; Nursing; Intensive care medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002230262,0.000112414,0.0001824986,0.00004615442,0.0003471015,0.00002000213,0.0001094336,0.00007863784,0.0001935626],"category_scores_gemma":[0.0000530071,0.00009796581,0.00002758499,0.00009288702,0.00001680139,0.0001607198,0.0002172213,0.0002997392,0.0005512388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005530201,"about_ca_system_score_gemma":0.00007063539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004292493,"about_ca_topic_score_gemma":0.0001451573,"domain_scores_codex":[0.998925,0.00008496131,0.0002232895,0.0002463804,0.000134569,0.0003857506],"domain_scores_gemma":[0.9995024,0.0001376302,0.00007024667,0.0001946,0.00003062865,0.00006445155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001877011,0.00006322033,0.7985141,0.001036683,0.0001111899,0.001813342,0.01706502,0.00001819823,0.02084127,0.005002668,0.003565652,0.1519499],"study_design_scores_gemma":[0.000495397,0.00002162107,0.9860728,0.0009956242,0.00001071765,0.000001301948,0.00046975,0.00004949217,0.0001309918,0.001115552,0.01042351,0.0002132922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651632,0.000290766,0.0002868734,0.0003349106,0.000428179,0.000354359,0.000001392982,0.0001227573,0.03301756],"genre_scores_gemma":[0.9920546,0.00008067901,0.001777396,0.001801349,0.0001216179,0.00002772305,0.000005725789,0.00002039928,0.004110483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1875586,"threshold_uncertainty_score":0.7085243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03750932627252854,"score_gpt":0.355579091363292,"score_spread":0.3180697650907635,"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."}}