{"id":"W4388610612","doi":"10.23977/aetp.2023.071507","title":"Research on Integrating Mathematical Modeling Thinking into Large, Medium and Small School Teaching","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Context (archaeology); Cognitively Guided Instruction; Quality (philosophy); Critical thinking; Computer science; Teaching method; Management science; 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":[0.003136063,0.0001765658,0.0002810489,0.001658651,0.0004358819,0.00003128878,0.0003206747,0.0003220602,0.0002701424],"category_scores_gemma":[0.00398867,0.0001605318,0.00002198501,0.0008020765,0.0002869171,0.0001283368,0.0001486421,0.001329753,0.0001503168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004675828,"about_ca_system_score_gemma":0.0001071321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003406948,"about_ca_topic_score_gemma":0.00008768246,"domain_scores_codex":[0.998154,0.0002292942,0.0004673816,0.0004900381,0.0002107463,0.0004485464],"domain_scores_gemma":[0.99668,0.002663673,0.00009631693,0.0003706134,0.0001003989,0.00008901048],"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":[0.00001662039,0.0002338172,0.001962143,0.0001910939,0.000008361892,0.0000023115,0.002830478,0.00001419147,0.00003108651,0.990235,0.0005738063,0.003901144],"study_design_scores_gemma":[0.000339947,0.00008534292,0.0001954881,0.0002382947,0.000004981424,0.00005672972,0.00792482,0.00347853,0.00001040025,0.9839894,0.003532861,0.0001431939],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8836749,0.00157429,0.01012085,0.05762016,0.0005581089,0.0004900048,0.000003655113,0.0002921202,0.04566597],"genre_scores_gemma":[0.9247729,0.0009027699,0.07161017,0.0006373379,0.0002140914,0.000324184,0.00001544398,0.00004034358,0.001482791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06148932,"threshold_uncertainty_score":0.6546295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1374255531858173,"score_gpt":0.5288223322353885,"score_spread":0.3913967790495713,"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."}}