{"id":"W1864986828","doi":"","title":"Case Study of Generic Competencies Assessment","year":2011,"lang":"en","type":"article","venue":"Pharmacy Education","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Bachelor; Commit; Pharmacy; Competency assessment; Process (computing); Medical education; Computer science; Engineering management; Psychology; Knowledge management; Medicine; Engineering; Nursing; Political science; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006406407,0.00005074815,0.00007485108,0.00005354139,0.0002249463,0.00001290283,0.0001102927,0.000009982386,0.0007054003],"category_scores_gemma":[0.00005030647,0.00005012765,0.00002275882,0.0002217066,0.00005645848,0.0001585928,0.00001383173,0.0000518421,0.000005608095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006780021,"about_ca_system_score_gemma":0.001159764,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0346223,"about_ca_topic_score_gemma":0.0007823957,"domain_scores_codex":[0.999128,0.000315442,0.0001607841,0.0001115717,0.0001799333,0.0001042823],"domain_scores_gemma":[0.9994276,0.00007906578,0.0001053577,0.0001037894,0.0002053636,0.00007885248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009805703,0.008641243,0.3156493,0.00002873024,0.0000566154,0.00001665612,0.4381889,0.000003939475,0.001367559,0.02271929,0.002526382,0.2107916],"study_design_scores_gemma":[0.0005534345,0.0001364476,0.1215868,0.00001138708,0.0001360004,0.00007790232,0.7783526,0.00004520558,0.001375116,0.00255395,0.09490677,0.0002643506],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9362549,0.00009464176,0.00007985918,0.0001433286,0.00130969,0.0002997113,8.147917e-7,0.00001729528,0.06179976],"genre_scores_gemma":[0.9830663,0.00005196915,0.01540271,0.00009259283,0.0002940868,0.00008502718,0.000001938668,0.000004842497,0.00100055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3401637,"threshold_uncertainty_score":0.9718062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3913964364353067,"score_gpt":0.5399356484283748,"score_spread":0.1485392119930681,"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."}}