{"id":"W4382600309","doi":"10.5539/jel.v12n5p67","title":"The Development of Scientific Modeling Skill Assessment for Grade 6 Students","year":2023,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mahasarakham University","keywords":"Generalizability theory; Context (archaeology); Test (biology); Psychology; Sample (material); Mathematics education; Medical education","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":[0.005419659,0.0006254688,0.0004523502,0.001689273,0.0006807707,0.002560784,0.0009697663,0.0006078442,0.001370434],"category_scores_gemma":[0.01493301,0.0003292955,0.000642387,0.0006663126,0.0003940802,0.001394391,0.001815396,0.0008985004,0.0005714685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001202428,"about_ca_system_score_gemma":0.006146904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002928799,"about_ca_topic_score_gemma":0.005995932,"domain_scores_codex":[0.9966786,0.001012607,0.0005611909,0.0002460356,0.001261222,0.0002404315],"domain_scores_gemma":[0.9893445,0.001766053,0.002023822,0.0004289605,0.005205662,0.001230926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004614543,0.003340087,0.4601403,0.00112985,0.00008064274,0.0007408495,0.0135272,0.002782969,0.01413324,0.001054763,0.002953457,0.4996552],"study_design_scores_gemma":[0.0001494716,0.01102561,0.867541,0.002027313,0.0002563963,0.001258893,0.02441655,0.02116594,0.04009715,0.001882135,0.02992026,0.000259226],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.980288,0.0001412886,0.009299151,0.0001793812,0.00004980627,0.001418458,0.0002720922,0.0001812623,0.008170589],"genre_scores_gemma":[0.9340518,0.0003975353,0.0608249,0.00006108603,0.00001048375,0.001304272,0.0005727902,0.00001676785,0.002760409],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.005419659,"threshold_uncertainty_score":0.0286622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1073839425888496,"score_gpt":0.5101870063385316,"score_spread":0.4028030637496821,"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."}}