{"id":"W4283753594","doi":"10.1093/ageing/afac138","title":"Prescribing cascades: we see only what we look for, we look for only what we know","year":2022,"lang":"en","type":"article","venue":"Age and Ageing","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"University of Toronto","keywords":"Polypharmacy; Medicine; Older people; Geriatrics; Intensive care medicine; Psychiatry; Gerontology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004673284,0.0002875172,0.0004684305,0.0001280615,0.0005902757,0.0003886423,0.0001694423,0.00009547112,0.0003179488],"category_scores_gemma":[0.0001569341,0.000249865,0.0002359403,0.0001605235,0.00006174891,0.001734968,0.0002355259,0.0005319873,0.00001655803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008990408,"about_ca_system_score_gemma":0.0001227425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003541429,"about_ca_topic_score_gemma":0.00004774612,"domain_scores_codex":[0.9980223,0.0001057316,0.0004100299,0.0005129525,0.0003603012,0.0005887272],"domain_scores_gemma":[0.9980008,0.001217184,0.0001799629,0.0002873298,0.00005061397,0.0002640853],"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":[0.0009926572,0.0003720656,0.001210093,0.002238923,0.0003729431,0.002679837,0.008384038,0.00004987746,0.003976038,0.0007992721,0.01058047,0.9683438],"study_design_scores_gemma":[0.003519201,0.000765958,0.0001606857,0.001919394,0.0005396717,0.000154653,0.01754741,0.004269847,0.0007518047,0.001240559,0.9687537,0.0003771088],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4869387,0.3798671,0.002739405,0.1176707,0.003886456,0.006056321,0.0001227693,0.0003524192,0.002366158],"genre_scores_gemma":[0.7972088,0.1625099,0.001700038,0.0112324,0.001067582,0.0002824463,0.0001550925,0.0001387017,0.02570493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9679667,"threshold_uncertainty_score":0.9999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1038348197851763,"score_gpt":0.3639510592411026,"score_spread":0.2601162394559263,"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."}}