{"id":"W628957319","doi":"","title":"Measuring what matters competency-based learning models in higher education","year":2001,"lang":"en","type":"book","venue":"Bibliothèque et Archives nationales du Québec (Québec government)","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service-learning; Experiential learning; Service (business); Variety (cybernetics); Sociology; Public relations; Psychology; Pedagogy; Political science; Computer science; Business; Artificial intelligence; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001193548,0.0004750714,0.0004575824,0.001385613,0.0008852333,0.0009743579,0.001211602,0.0001886405,0.004187827],"category_scores_gemma":[0.0004160025,0.0005517383,0.0002574965,0.0006609589,0.0002968393,0.001238761,0.0002971833,0.001455893,0.0002321228],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01238345,"about_ca_system_score_gemma":0.1203168,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2084726,"about_ca_topic_score_gemma":0.9337026,"domain_scores_codex":[0.9952694,0.001211595,0.0006062641,0.0005749939,0.001832822,0.0005049431],"domain_scores_gemma":[0.9925585,0.006127289,0.0005649611,0.000428618,0.0001085766,0.0002119902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004636702,0.002443507,0.0372257,0.001117479,0.0006597758,0.0000649736,0.1126523,0.1021991,0.00008707998,0.4423803,0.2837358,0.01697042],"study_design_scores_gemma":[0.0005918504,0.00005251896,0.007159812,0.00151462,0.00005572837,0.000001869618,0.003182713,0.0006859754,0.000004259056,0.005225642,0.980848,0.0006770197],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004395407,0.005627902,0.0001717454,0.05143303,0.0004001609,0.0005516033,0.00000990532,0.0002448887,0.9371654],"genre_scores_gemma":[0.09812557,0.003500233,0.000779638,0.008227403,0.0005663756,0.0002572967,0.000107147,0.0001386561,0.8882977],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7252299,"threshold_uncertainty_score":0.9996934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04431659201358704,"score_gpt":0.2526013605403914,"score_spread":0.2082847685268044,"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."}}