{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009507732,0.001273903,0.002119148,0.004128302,0.006815028,0.01350277,0.002259284,0.008651,0.0206534],"category_scores_gemma":[0.07046822,0.001048484,0.00201341,0.002510247,0.006949835,0.03751987,0.008527442,0.0215632,0.0104256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006475967,"about_ca_system_score_gemma":0.0164943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01631095,"about_ca_topic_score_gemma":0.01848766,"domain_scores_codex":[0.9852166,0.005100441,0.001691931,0.001497641,0.005242895,0.00125041],"domain_scores_gemma":[0.9419174,0.0210601,0.007359119,0.002733221,0.01686977,0.01006048],"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":[0.0001739675,0.0002755829,0.04303288,0.003547325,0.0003591247,0.003737685,0.01515535,0.0002594331,0.0008979923,0.01970031,0.535046,0.3778144],"study_design_scores_gemma":[0.00009510602,0.0002598848,0.02026557,0.01829296,0.000538837,0.01149685,0.03826982,0.0008295195,0.0009242274,0.1003949,0.8081157,0.0005166598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006910093,0.05668714,0.00674595,0.9014073,0.007584488,0.0001279839,0.000476703,0.0006657871,0.01939457],"genre_scores_gemma":[0.1630725,0.1778952,0.03266805,0.5736596,0.02393459,0.0004102284,0.001262775,0.00107038,0.02602675],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0206534,"threshold_uncertainty_score":0.06909251,"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."}}