{"id":"W2969755793","doi":"10.5151/cobecic2019-ftsp28","title":"DESENVOLVIMENTO DE UM MODULO DIDÁTICO DE PERDA DE CARGA PARA ENSINO DE MECÂNICA DOS FLUIDOS EM ENGENHARIA","year":2019,"lang":"pt","type":"article","venue":"Blucher Chemical Engineering Proceedings","topic":"Chemistry Education and Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bombardier (Canada)","funders":"","keywords":"Physics; Humanities; 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":[0.003177191,0.0005031214,0.0005870174,0.001052806,0.0008241361,0.002300855,0.0009220028,0.0006572568,0.002895346],"category_scores_gemma":[0.008258929,0.0003832008,0.000484966,0.001007729,0.001033084,0.001851413,0.001852765,0.0008166852,0.0004394928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009843938,"about_ca_system_score_gemma":0.001855961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001306548,"about_ca_topic_score_gemma":0.001300813,"domain_scores_codex":[0.99837,0.0003682848,0.000127555,0.0003383246,0.0006927456,0.0001030579],"domain_scores_gemma":[0.9953814,0.001734965,0.0007427094,0.0008968616,0.0009696133,0.0002746522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008072747,0.000498972,0.01966676,0.001345116,0.00009026617,0.0001998378,0.002706085,0.02078819,0.6340967,0.01765763,0.001212015,0.3009312],"study_design_scores_gemma":[0.0002923443,0.005392006,0.06091415,0.0004900811,0.0003361164,0.0006493975,0.003392856,0.1194997,0.6924523,0.02073123,0.09551333,0.000336509],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6621704,0.001737769,0.3172533,0.001631391,0.0002850162,0.0006123338,0.0005395205,0.001951762,0.01381847],"genre_scores_gemma":[0.8226328,0.0007228112,0.1735259,0.00007535681,0.00005819037,0.0002504963,0.0001798379,0.0001180171,0.002436602],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003177191,"threshold_uncertainty_score":0.01680285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02262420537434556,"score_gpt":0.3024216561024272,"score_spread":0.2797974507280816,"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."}}