{"id":"W3007778328","doi":"10.3390/pharmacy8010021","title":"Adaptive Expertise in Continuing Pharmacy Professional Development","year":2020,"lang":"en","type":"article","venue":"Pharmacy","topic":"Innovations in Medical Education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; University of Toronto; University Health Network","funders":"","keywords":"Pharmacy; Flexibility (engineering); Creativity; Knowledge management; Professional development; Psychology; Continuing professional development; Pharmacy practice; Engineering ethics; Computer science; Pedagogy; Medicine; Management; Engineering; Nursing; Social psychology","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":[0.007563008,0.0002942908,0.0002336417,0.002066612,0.001898693,0.003971604,0.001088816,0.002326623,0.003406555],"category_scores_gemma":[0.02081145,0.0002062222,0.0002699343,0.001078685,0.01268556,0.003487086,0.005487318,0.0021749,0.0004145859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005824658,"about_ca_system_score_gemma":0.008417294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00550068,"about_ca_topic_score_gemma":0.004839589,"domain_scores_codex":[0.9932464,0.004368152,0.000265389,0.0005548575,0.0010973,0.0004679182],"domain_scores_gemma":[0.9836374,0.01223039,0.0009170299,0.0006123648,0.00114822,0.001454597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004836384,0.000230076,0.008130456,0.0008435226,0.00003260872,0.0006553482,0.03484921,0.003267908,0.0008343602,0.5204428,0.006378952,0.4242864],"study_design_scores_gemma":[0.00008483848,0.0002060153,0.01025812,0.0014427,0.00002807456,0.001173854,0.01461005,0.005685101,0.0009934343,0.8060325,0.1593883,0.00009698899],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1496806,0.04272199,0.1906242,0.08542445,0.0009412792,0.0005208057,0.00003809094,0.0003006432,0.529748],"genre_scores_gemma":[0.936752,0.005878003,0.04738337,0.002982642,0.0002560269,0.0001914567,0.0000136851,0.00002205746,0.006520837],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007563008,"threshold_uncertainty_score":0.042261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08419687590047233,"score_gpt":0.4134267705884266,"score_spread":0.3292298946879543,"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."}}