{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004574607,0.0004295085,0.001162149,0.001126846,0.00006778529,0.00001824054,0.0002501974,0.000105422,0.0003399219],"category_scores_gemma":[0.0005552868,0.0003855703,0.0002586347,0.002446428,0.00008241045,0.0001615781,0.00007285677,0.001099883,0.001741098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138761,"about_ca_system_score_gemma":0.00383678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002628666,"about_ca_topic_score_gemma":0.000005419621,"domain_scores_codex":[0.9973311,0.0001770142,0.001053857,0.000560693,0.0004662017,0.0004111438],"domain_scores_gemma":[0.9987676,0.0001049964,0.0003556281,0.0004239739,0.0002034345,0.000144331],"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":[0.00001765002,0.0004300282,0.00001848682,0.007794083,0.000114566,0.00002558305,0.0001756276,2.029675e-7,0.000001040348,0.0002265773,0.08388481,0.9073114],"study_design_scores_gemma":[0.0008957859,0.00001694176,0.000007064362,0.01556865,0.0006884703,0.00008839161,0.0000783483,0.0004267328,0.000005747369,0.0001944614,0.981718,0.0003113964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002713153,0.9896757,0.0000628781,0.002310379,0.002692484,0.002048149,0.00001047792,0.0002015912,0.002971212],"genre_scores_gemma":[0.0001229596,0.9896113,0.0005460198,0.001254335,0.001458138,0.001629751,0.0007216025,0.000147017,0.004508898],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9069999,"threshold_uncertainty_score":0.9998596,"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."}}