{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1569001,0.001438335,0.001097609,0.007310078,0.00196153,0.005339633,0.002879794,0.001836812,0.002815907],"category_scores_gemma":[0.2787155,0.0008187325,0.002173193,0.003609257,0.003917351,0.005799622,0.006337555,0.003709903,0.0008606141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009285705,"about_ca_system_score_gemma":0.01282466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006314293,"about_ca_topic_score_gemma":0.007329475,"domain_scores_codex":[0.7833623,0.1599178,0.01038226,0.006515436,0.03739554,0.002426641],"domain_scores_gemma":[0.6782931,0.2129441,0.009304191,0.03209987,0.06485514,0.002503737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001331117,0.004662346,0.1563047,0.002194867,0.0006562473,0.0002399321,0.03031411,0.03594782,0.005931491,0.2260989,0.008441149,0.5278774],"study_design_scores_gemma":[0.001537703,0.00775469,0.2939344,0.00600396,0.0006331768,0.0005971207,0.03642687,0.3131994,0.04153084,0.2212555,0.07638681,0.0007395372],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4412733,0.0007460887,0.4729031,0.001805043,0.0004177781,0.01089544,0.001063377,0.0006423846,0.07025348],"genre_scores_gemma":[0.6930858,0.0002617632,0.2943694,0.000230909,0.00003244081,0.008573131,0.001538846,0.0001502628,0.001757363],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1569001,"threshold_uncertainty_score":0.8297769,"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."}}