{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014047,0.0004961397,0.0004841108,0.000107626,0.0002014809,0.0004237454,0.0009180173,0.0008409353,0.001079835],"category_scores_gemma":[0.001315763,0.0005509114,0.0002739166,0.0006971682,0.0001582739,0.0002316029,0.0002388882,0.001235868,0.0002153783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002514977,"about_ca_system_score_gemma":0.001276391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004484096,"about_ca_topic_score_gemma":0.000004599691,"domain_scores_codex":[0.9958706,0.00003223835,0.0004712946,0.0007761281,0.0007920185,0.00205773],"domain_scores_gemma":[0.9977962,0.0001898835,0.000115121,0.0002852672,0.0003099305,0.001303588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004561308,0.0002441218,0.002448596,0.0006889146,0.0001297802,0.000008637588,0.03555423,0.0001281633,0.9545916,0.0009296744,0.004954209,0.0002764254],"study_design_scores_gemma":[0.001087294,0.00005209602,0.001483302,0.0003628762,0.0001498954,0.00005913256,0.0120129,0.05969556,0.9073238,0.0002653728,0.01644478,0.001062968],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929982,0.0006564597,0.000458691,0.002533072,0.0002626775,0.0004799444,0.000009511079,0.0002689219,0.002332561],"genre_scores_gemma":[0.9837151,0.0001683593,0.003129677,0.0002377954,0.00112438,0.0001099276,0.00001096744,0.0001117653,0.011392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0595674,"threshold_uncertainty_score":0.9998333,"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."}}