{"id":"W2137616666","doi":"10.1179/174329111x576698","title":"Preventive medication use among persons with limited life expectancy","year":2011,"lang":"en","type":"article","venue":"Progress in Palliative Care","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Canadian Institutes of Health Research; U.S. Public Health Service","keywords":"Medicine; Polypharmacy; CINAHL; Life expectancy; MEDLINE; Palliative care; Population; Intensive care medicine; Disease; Health care; Beers Criteria; Deprescribing; Family medicine; Psychiatry; Psychological intervention; Nursing; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.00008555377,0.0001697956,0.0002500426,0.0001086349,0.00005347751,0.00001670471,0.00008959093,0.00008421459,0.0002023344],"category_scores_gemma":[0.0003338816,0.0001229635,0.00005993388,0.0002713836,0.0002204772,0.0003282536,0.00003750357,0.0003328959,0.0000116153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000442,"about_ca_system_score_gemma":0.00007281709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003008097,"about_ca_topic_score_gemma":0.00005508789,"domain_scores_codex":[0.9987641,0.0001272589,0.0002220434,0.0003037023,0.0003297127,0.0002531669],"domain_scores_gemma":[0.999021,0.00016286,0.0001832234,0.0002012053,0.0002033568,0.0002283661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006285518,0.0002482209,0.964447,0.0001430616,0.0001212957,0.00007019543,0.03168252,1.701672e-7,0.000002217795,0.000133865,0.00003730341,0.002485621],"study_design_scores_gemma":[0.001897722,0.0004534562,0.9863635,0.0005055196,0.0001742954,0.000001126062,0.009319521,0.0002569243,0.0004534418,0.00001680436,0.0003986769,0.000159058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916807,0.003548273,0.0001367141,0.0002532726,0.0001064085,0.001089778,0.00001676887,0.00006910406,0.003099002],"genre_scores_gemma":[0.9965375,0.0001264922,0.002619296,0.0002447884,0.00004222805,0.0002467895,0.00005841415,0.00002333507,0.0001011464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.022363,"threshold_uncertainty_score":0.5014305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1881953167151059,"score_gpt":0.4026746063003072,"score_spread":0.2144792895852013,"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."}}