{"id":"W2064299564","doi":"10.7202/1025006ar","title":"Validation of competence models for developing education standards","year":2014,"lang":"en","type":"article","venue":"Mesure et évaluation en éducation","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Zürich; Université de Lausanne","keywords":"Competence (human resources); Rasch model; Harmonization; Computer science; Mathematics education; Psychology; Social psychology; Developmental psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01484445,0.0001663283,0.0002173389,0.0002865662,0.0001220744,0.00003587783,0.0001662173,0.000121901,0.0002566782],"category_scores_gemma":[0.001123561,0.0001782698,0.00007029498,0.0003221899,0.00002663013,0.0004239682,0.00001782037,0.0000823747,0.00003050048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003788394,"about_ca_system_score_gemma":0.002058385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004594445,"about_ca_topic_score_gemma":0.00003059079,"domain_scores_codex":[0.9966794,0.001491494,0.000618091,0.0003637339,0.0006592151,0.0001880754],"domain_scores_gemma":[0.9969329,0.000640403,0.000433906,0.000319562,0.001639166,0.00003410751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002154191,0.0005428826,0.006383635,0.0002801337,0.0001410792,3.015504e-8,0.1649164,0.008359685,0.008225808,0.5824107,0.01490447,0.2136198],"study_design_scores_gemma":[0.002915847,0.0003912097,0.5938582,0.0003858253,0.0002832871,0.000007701587,0.004719663,0.05547271,0.020775,0.3048596,0.01534071,0.0009901652],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2943666,0.00006413009,0.6884689,0.002071701,0.002284914,0.0008890476,0.00001305602,0.00005566936,0.01178595],"genre_scores_gemma":[0.9682985,0.00001292673,0.02937164,0.0001916895,0.0001749755,0.0004136252,0.000749597,0.0000260716,0.0007609531],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.673932,"threshold_uncertainty_score":0.7269633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08874098941132852,"score_gpt":0.4232927380673849,"score_spread":0.3345517486560564,"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."}}