{"id":"W1968329590","doi":"10.1590/s1806-11172002000200017","title":"Aprendizagem de Eletromagnetismo via Programação e Computação Simbólica","year":2002,"lang":"pt","type":"article","venue":"Revista Brasileira de Ensino de Física","topic":"Mathematical and Computational Methods","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Humanities; Psychology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000677878,0.00042244,0.0004084015,0.0004239448,0.0005997767,0.001717852,0.0006697588,0.0006238209,0.008425218],"category_scores_gemma":[0.004219605,0.0001747753,0.0003463188,0.0006093578,0.0008277349,0.001654871,0.0012252,0.000986926,0.001079712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005352543,"about_ca_system_score_gemma":0.0007938531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00124225,"about_ca_topic_score_gemma":0.001521463,"domain_scores_codex":[0.9996243,0.0001235724,0.00001495167,0.00006276115,0.0001406926,0.00003377068],"domain_scores_gemma":[0.9986166,0.0008515234,0.00007034397,0.0002056659,0.0001930973,0.00006280956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005228934,0.000612099,0.00550331,0.001070274,0.00007718086,0.000461249,0.004916075,0.1078806,0.1030225,0.2112925,0.004856855,0.5597844],"study_design_scores_gemma":[0.0001767342,0.0007314092,0.005698234,0.0002853334,0.000137941,0.0006229117,0.002568199,0.4855985,0.1490576,0.2199478,0.1350711,0.0001041868],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1744908,0.0009548486,0.750393,0.001825292,0.0001694543,0.0001494348,0.0001165746,0.002809226,0.06909131],"genre_scores_gemma":[0.8089817,0.001371615,0.173894,0.0001434268,0.00004721705,0.0001424798,0.00009297478,0.0002862244,0.01504032],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008425218,"threshold_uncertainty_score":0.02818513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06608650153754976,"score_gpt":0.3267616552663036,"score_spread":0.2606751537287539,"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."}}