{"id":"W4319754511","doi":"10.3390/pharmacy11010032","title":"Adaptive Expertise in Undergraduate Pharmacy Education","year":2023,"lang":"en","type":"review","venue":"Pharmacy","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; University of Toronto; University Health Network","funders":"","keywords":"Pharmacy; Curriculum; Pharmacist; Health care; Pharmacy practice; Conceptual framework; Medical education; Cognition; Psychology; Knowledge management; Pedagogy; Computer science; Medicine; Nursing; Sociology; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002287089,0.0005418073,0.001111831,0.003444215,0.0003423545,0.001757902,0.0008781374,0.001589081,0.002597],"category_scores_gemma":[0.004965595,0.0003276552,0.0007961934,0.00318419,0.001007445,0.001813984,0.001744975,0.002118968,0.0005399918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001452072,"about_ca_system_score_gemma":0.004082816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003064127,"about_ca_topic_score_gemma":0.005494119,"domain_scores_codex":[0.9987774,0.0004396376,0.0001867785,0.000129755,0.0003955801,0.00007076572],"domain_scores_gemma":[0.9970927,0.00208298,0.0003205345,0.00004827845,0.0003241211,0.0001313454],"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":[0.00003447276,0.00007699276,0.0003157082,0.04757939,0.0001395447,0.00007433812,0.0002174361,0.0002637056,0.0002107783,0.003874446,0.003752752,0.9434603],"study_design_scores_gemma":[0.00006547262,0.000380491,0.00618897,0.100224,0.0006875616,0.001605207,0.0005975429,0.0003193582,0.0006173705,0.00788346,0.881381,0.00004952479],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001486821,0.9989634,0.00007406982,0.0001936921,0.00004222359,0.000006080223,0.000002451657,0.000002411696,0.000567],"genre_scores_gemma":[0.002887089,0.9964696,0.0002446463,0.0002055322,0.00005219496,0.00001155452,0.000007368244,9.227144e-7,0.000121068],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003444215,"threshold_uncertainty_score":0.01209545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2029719382236905,"score_gpt":0.520098204193972,"score_spread":0.3171262659702815,"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."}}