{"id":"W2902319754","doi":"10.1061/(asce)ei.1943-5541.0000401","title":"Theory of Teaching Techniques Used in Civil Engineering Programs","year":2018,"lang":"en","type":"article","venue":"Journal of Professional Issues in Engineering Education and Practice","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Comisión Nacional de Investigación Científica y Tecnológica; McMaster University","keywords":"Speculation; Relevance (law); Engineering ethics; Audience measurement; Engineering; Political science; Sociology; Management; Law; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001775494,0.0001550131,0.0002394807,0.00054969,0.00001829483,0.00002364133,0.0001405791,0.00009933143,0.00002455203],"category_scores_gemma":[0.0008025731,0.0001464322,0.00003122664,0.0002820243,0.00002032266,0.0004867626,0.00002369415,0.0005428552,0.000001603806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127749,"about_ca_system_score_gemma":0.0001288153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007375928,"about_ca_topic_score_gemma":0.000004826232,"domain_scores_codex":[0.9988651,0.00007648818,0.0005685675,0.00009782315,0.0002185593,0.0001734564],"domain_scores_gemma":[0.9991313,0.0003970949,0.0001399994,0.0001064978,0.0001568321,0.00006829869],"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":[0.0006013286,0.009672328,0.04368827,0.01168597,0.0007972668,0.00008443361,0.2055591,0.06362849,0.1565959,0.1198142,0.01156434,0.3763084],"study_design_scores_gemma":[0.002497701,0.000903311,0.1005079,0.02033297,0.0001608373,0.00144169,0.03518014,0.03884634,0.03745802,0.001543098,0.7586967,0.00243121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592028,0.007412098,0.01774521,0.001710744,0.009289221,0.0006142429,0.000001783695,0.0002715872,0.003752347],"genre_scores_gemma":[0.9495166,0.0002022043,0.04971186,0.00003694856,0.0002977831,0.00002339029,0.000002584357,0.00003028782,0.0001783568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7471324,"threshold_uncertainty_score":0.5971331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232572560216293,"score_gpt":0.3306706403351185,"score_spread":0.3183449147329556,"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."}}