{"id":"W2710192386","doi":"10.22329/celt.v10i0.4716","title":"Implementing Competency-Based Education","year":2017,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Camosun College","funders":"","keywords":"Competence (human resources); Higher education; Work (physics); Pedagogy; Psychology; Medical education; Engineering ethics; Political science; Social psychology; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002451359,0.00011997,0.0001360126,0.0001221827,0.01510951,0.001148168,0.0002769195,0.00008111817,0.0002490689],"category_scores_gemma":[0.006907118,0.0001301119,0.00003567533,0.00007315994,0.0001597351,0.0003745751,0.00005212177,0.0008099266,0.0000407365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000995553,"about_ca_system_score_gemma":0.001195989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003043207,"about_ca_topic_score_gemma":0.0006807953,"domain_scores_codex":[0.9977927,0.001047978,0.000170819,0.0002979754,0.0002944507,0.0003960698],"domain_scores_gemma":[0.9983755,0.0007119908,0.0004353036,0.0002275105,0.0001118048,0.0001378743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003785855,0.0002938994,0.5089643,0.0000365703,0.00003927833,0.00000269018,0.0381689,0.0001529387,0.0002754091,0.2714695,0.002381856,0.1781768],"study_design_scores_gemma":[0.0003470076,0.00007386606,0.04909952,0.0001402981,0.0000255123,8.940926e-7,0.01024101,0.0005144007,0.00002163084,0.0006286504,0.9386714,0.0002358632],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4346896,0.00005730208,0.0002191471,0.00936529,0.000532054,0.000165826,5.086861e-7,0.0002231217,0.5547472],"genre_scores_gemma":[0.974337,0.00001478799,0.003087868,0.000177906,0.0003353666,0.00002516264,0.000008872109,0.00001930421,0.02199372],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9362895,"threshold_uncertainty_score":0.9998887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02164583080426538,"score_gpt":0.3890204086990235,"score_spread":0.3673745778947581,"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."}}