{"id":"W4391117166","doi":"10.29173/assert70","title":"Competence Learning Brought to Life","year":2024,"lang":"en","type":"article","venue":"Annals of Social Studies Education Research for Teachers","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Curriculum; Psychology; Mathematics education; Pedagogy; Recall; Social psychology; Cognitive 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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.005293493,0.0001166787,0.0002420837,0.0003291961,0.001735254,0.0001377674,0.0003137309,0.00008682055,0.00009690438],"category_scores_gemma":[0.008919546,0.0001177182,0.0001492441,0.001258262,0.001000653,0.0001933778,0.00006945027,0.0004170137,0.00008300588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002159789,"about_ca_system_score_gemma":0.001748136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001061879,"about_ca_topic_score_gemma":0.000408704,"domain_scores_codex":[0.9972888,0.0007578392,0.0002823695,0.0003283053,0.000727736,0.0006149809],"domain_scores_gemma":[0.9967052,0.001331804,0.00005735987,0.00009398986,0.001587048,0.0002246484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009649203,0.00008501322,0.0004149567,0.00008805418,0.0001377018,6.826065e-8,0.5713459,0.000001435223,0.00001645094,0.05235555,0.3350494,0.04049585],"study_design_scores_gemma":[0.00002444264,0.00004458271,0.001309804,0.00004785114,0.000006155555,2.142001e-8,0.4997137,7.137651e-7,0.00002229505,0.001489509,0.4972728,0.00006816697],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1015308,0.01869173,0.00007119193,0.857276,0.001634459,0.001100607,0.00000896326,0.0001965605,0.01948976],"genre_scores_gemma":[0.9747186,0.001391783,0.0002759408,0.001075527,0.001663807,0.0005044806,0.000006365859,0.00002153617,0.02034195],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8731878,"threshold_uncertainty_score":0.9995643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6756782531374478,"score_gpt":0.6441666185254096,"score_spread":0.03151163461203821,"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."}}