{"id":"W4388334632","doi":"10.46542/pe.2023.236.151","title":"FIP Brisbane 2023: Academic Pharmacy","year":2023,"lang":"en","type":"article","venue":"Pharmacy Education","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Toronto","funders":"","keywords":"Pharmacy; Psychology; Medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003728826,0.0001762247,0.0002054769,0.0002404075,0.0001168994,0.00002402848,0.0001440673,0.00003609121,0.002547321],"category_scores_gemma":[0.0002806646,0.0001650819,0.000105653,0.00079314,0.00004180489,0.0004268077,0.00005733463,0.0006231797,0.005199116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009594111,"about_ca_system_score_gemma":0.0004537687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001593463,"about_ca_topic_score_gemma":8.59363e-7,"domain_scores_codex":[0.9985,0.00008167263,0.0003488043,0.0003123287,0.0003694321,0.0003877892],"domain_scores_gemma":[0.9989231,0.0002543388,0.0001280787,0.0002097977,0.0001067734,0.0003779196],"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":[0.000478032,0.000502623,0.2831163,0.000333272,0.000120784,0.00001899212,0.0005640193,0.00001039675,0.02917252,0.0002546185,0.4201694,0.265259],"study_design_scores_gemma":[0.002030568,0.00002679095,0.02244132,0.00005848493,0.0002542273,0.00005549226,0.0001445363,0.005983565,0.01477537,0.0002403499,0.9537956,0.0001936971],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.932314,0.001604946,0.00001943362,0.04183743,0.003509873,0.0008416694,0.00001492928,0.0004002953,0.01945745],"genre_scores_gemma":[0.9679711,0.003744791,0.00009564854,0.009569114,0.001422341,0.0001158654,0.0002969417,0.00003763136,0.01674655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5336262,"threshold_uncertainty_score":0.9983645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2830096009869977,"score_gpt":0.5374333409991725,"score_spread":0.2544237400121748,"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."}}