{"id":"W4319083233","doi":"10.23977/aetp.2023.070104","title":"A New Exploration of Stratified Teaching Strategies in Secondary Vocational Schools Assisted by Precise Stratification","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Curriculum; Mathematics education; Teaching method; Literacy; Task (project management); Pedagogy; Psychology; Engineering","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":[0.0004501404,0.0001449334,0.000194421,0.0012407,0.0000918455,0.00002888823,0.0005551834,0.0002768682,0.0000298115],"category_scores_gemma":[0.0001410313,0.0001596542,0.00001878125,0.001682342,0.0001728337,0.00185768,0.00005814771,0.0005752292,0.00001476138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004596805,"about_ca_system_score_gemma":0.0006305997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001257277,"about_ca_topic_score_gemma":0.0001017012,"domain_scores_codex":[0.9985059,0.000102656,0.0005060604,0.0005176726,0.0001400355,0.0002276216],"domain_scores_gemma":[0.9990296,0.0002749488,0.00021513,0.0003745953,0.00006771159,0.00003797701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009839347,0.0002067628,0.009843974,0.00001422497,0.000007105027,7.511476e-7,0.000285884,0.00005194845,0.00316426,0.8458296,0.001591495,0.1389942],"study_design_scores_gemma":[0.0003915669,0.00007999381,0.1349269,0.00003811422,0.00000186357,0.00001466969,0.001157158,0.0001094063,0.0005760142,0.8601338,0.002438463,0.0001320153],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3885137,0.007113082,0.3701482,0.2132078,0.001705177,0.001021724,0.00003134254,0.0005240668,0.01773486],"genre_scores_gemma":[0.9481769,0.0006033577,0.05043851,0.0001089462,0.00002949652,0.000243345,0.0001176139,0.000006332211,0.0002755302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5596631,"threshold_uncertainty_score":0.6510507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02973153923376985,"score_gpt":0.3915221247187009,"score_spread":0.361790585484931,"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."}}