{"id":"W4404516786","doi":"10.1016/j.ajpe.2024.101331","title":"Assessment of Student-Reported Preparedness in Leadership and Professional Service Management Post Capstone Course","year":2024,"lang":"en","type":"article","venue":"American Journal of Pharmaceutical Education","topic":"Innovative Teaching Methodologies in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Martec (Canada); University of Alberta","funders":"","keywords":"Preparedness; Capstone course; Course (navigation); Medical education; Capstone; Service (business); Psychology; Medicine; Pedagogy; Engineering; Political science; Computer science; Curriculum; Business; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.006081522,0.00008575149,0.0002229257,0.0001969536,0.0001259204,0.00005047427,0.0002842096,0.00003366854,0.00007807435],"category_scores_gemma":[0.0002849799,0.00007236493,0.00003779588,0.001259898,0.0009684997,0.000300396,0.00005761187,0.0003795112,7.103114e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003562025,"about_ca_system_score_gemma":0.001817688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004792218,"about_ca_topic_score_gemma":0.00008834254,"domain_scores_codex":[0.9972587,0.001157536,0.0004825593,0.0001672218,0.0007104361,0.000223555],"domain_scores_gemma":[0.9984775,0.0005574794,0.0003666969,0.00006806269,0.0004189709,0.0001112962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007001847,0.001188958,0.08182598,0.0002132378,0.0002040353,0.00003220297,0.1448295,0.00003123127,0.002457642,0.04503693,0.0004507496,0.7236595],"study_design_scores_gemma":[0.0002010988,0.0001425257,0.4274324,0.0003505055,0.0001060555,0.00001458126,0.5666165,0.00009313872,0.00005350455,0.000963849,0.00390122,0.0001246144],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786405,0.0003321212,0.0003616426,0.01261344,0.002202608,0.0002291744,0.000001592162,0.0000149576,0.005604001],"genre_scores_gemma":[0.9909843,0.0002150574,0.007825232,0.0006812746,0.0001846461,0.000009593488,0.000001217092,0.000005962053,0.00009275063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7235349,"threshold_uncertainty_score":0.3568477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.176050944149938,"score_gpt":0.5802342359453159,"score_spread":0.4041832917953779,"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."}}