{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002024398,0.0001139979,0.0001757572,0.0000975397,0.00004512709,0.000007195001,0.00008708453,0.00001892073,0.001176091],"category_scores_gemma":[0.0003227662,0.0001035503,0.00002510129,0.0004508885,0.00003829681,0.0001301923,0.00004715018,0.0003757422,0.0001839373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001628292,"about_ca_system_score_gemma":0.0003262408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001586893,"about_ca_topic_score_gemma":6.937912e-7,"domain_scores_codex":[0.9988117,0.00003747376,0.000380717,0.0002289453,0.0003216813,0.0002194941],"domain_scores_gemma":[0.9995916,0.00002147621,0.00006918942,0.00007057257,0.0001206736,0.0001264571],"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":[0.0007056271,0.0006230623,0.03279856,0.0001010662,0.00004669923,0.00008861397,0.03688423,0.000005631981,0.0226934,0.0001322224,0.05441315,0.8515077],"study_design_scores_gemma":[0.01542422,0.00007192166,0.03037951,0.0006683751,0.00005815494,0.00003648291,0.002698557,0.05258641,0.1415083,0.00003318832,0.7560429,0.0004919983],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742469,0.0003031936,0.0008302501,0.0217356,0.0007756705,0.000541927,0.000001151066,0.00008246002,0.001482867],"genre_scores_gemma":[0.9829167,0.00001625802,0.005553859,0.01041781,0.00044349,0.0001286705,0.0000389948,0.00001822673,0.0004660045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8510157,"threshold_uncertainty_score":0.999737,"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."}}