{"id":"W33840431","doi":"10.1016/j.jval.2020.11.011","title":"Variation In Use of $4 Generic Program And Potential Savings Among Medicare Beneficiaries---Biostatistics Student's Internship Exit Report","year":2010,"lang":"en","type":"article","venue":"","topic":"SAS software applications and methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","keywords":"Biostatistics; Coursework; Internship; Public health; Pharmacy; Medical prescription; Medical education; Medicine; Psychology; Actuarial science; Family medicine; Business; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002630279,0.00009372946,0.000140243,0.0001369663,0.00001918564,0.0000469043,0.00007866264,0.0001006405,0.00003423705],"category_scores_gemma":[0.0002021121,0.00009061482,0.00001918145,0.000236146,0.00004231639,0.0001044213,0.00004354561,0.0001599168,4.743074e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000131863,"about_ca_system_score_gemma":0.00001164287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004615166,"about_ca_topic_score_gemma":0.0008028017,"domain_scores_codex":[0.9992395,0.00001409474,0.0003307847,0.0001520832,0.0001396879,0.0001238391],"domain_scores_gemma":[0.9994857,0.0001017677,0.00006333254,0.0002244275,0.00006978098,0.00005493423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001219361,0.0002777884,0.6087636,0.0001852278,0.0001160145,0.00009746059,0.002220826,0.002868492,0.03788408,0.004758131,0.0004420241,0.3423741],"study_design_scores_gemma":[0.0001609878,0.00002342271,0.9787223,0.00001349059,0.00002913995,0.0000262311,0.0001024212,0.01884924,0.0005773903,0.000324896,0.001047635,0.0001228152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8020594,0.00001528038,0.1972439,0.00001156677,0.0001903793,0.0002352022,0.000008231984,0.0001353313,0.0001007214],"genre_scores_gemma":[0.7706451,0.00002927009,0.2291735,0.000005627463,0.0000325217,0.00005341621,0.00002616989,0.00001490614,0.00001950551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3699587,"threshold_uncertainty_score":0.3695165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01862675285384677,"score_gpt":0.2944649391962307,"score_spread":0.2758381863423839,"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."}}