{"id":"W4402722981","doi":"10.5539/jel.v13n6p284","title":"The Interdisciplinary Approach of the Content “Transformation of Energy” in High School","year":2024,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Mathematics education; Content (measure theory); Content analysis; Transformation (genetics); Psychology; Pedagogy; Sociology; Mathematics; Social science; Chemistry","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":[0.001385739,0.0001697366,0.0002065347,0.0008923482,0.002257125,0.002352762,0.0006151543,0.0005452645,0.002147608],"category_scores_gemma":[0.002103457,0.0001554424,0.0002346574,0.0009515868,0.003693369,0.00131732,0.002564381,0.0007362201,0.000146353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003778038,"about_ca_system_score_gemma":0.00772458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004912964,"about_ca_topic_score_gemma":0.01593099,"domain_scores_codex":[0.998518,0.0006938091,0.00004759909,0.0002106915,0.0002705353,0.0002593102],"domain_scores_gemma":[0.9989604,0.0004568052,0.0001694243,0.0001169034,0.0001084071,0.0001881312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007575557,0.001766044,0.1074037,0.001242646,0.00003499364,0.001031714,0.4042869,0.001015878,0.01897984,0.09105165,0.001783117,0.3713278],"study_design_scores_gemma":[0.00002973637,0.0005458047,0.3447041,0.001304238,0.00007245961,0.0009621818,0.4410602,0.001253969,0.0101866,0.03085088,0.1689832,0.00004666344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9462532,0.0006092581,0.00780724,0.001604546,0.00003090069,0.0002041014,0.00001929619,0.00003802438,0.04343351],"genre_scores_gemma":[0.9955299,0.0002079841,0.002337978,0.000117131,0.00000334217,0.00004888801,0.0000109971,0.000004221507,0.001739607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004912964,"threshold_uncertainty_score":0.02741176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03154499599688605,"score_gpt":0.299066602437407,"score_spread":0.267521606440521,"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."}}