{"id":"W4233680152","doi":"10.18260/1-2--8638","title":"Professional Writing Seminar For Engineering Students: A Pilot Project And Evaluation","year":2020,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Accreditation; Curriculum; Composition (language); Engineering education; Session (web analytics); Professional writing; Engineering; Engineering ethics; Mathematics education; Computer science; Medical education; Pedagogy; Engineering management; Psychology; Medicine; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001973868,0.0001040816,0.00008628647,0.00004310127,0.00003212828,0.00003677438,0.0000652134,0.00002514118,0.00002558093],"category_scores_gemma":[0.00007416161,0.0001003676,0.00001461382,0.0001199465,0.000003015518,0.0000804438,0.00002107636,0.00006932129,0.000004485817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004947181,"about_ca_system_score_gemma":0.0000314932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.899245e-7,"about_ca_topic_score_gemma":3.267934e-7,"domain_scores_codex":[0.9993845,0.000005225472,0.0001515093,0.0001271349,0.0001924815,0.0001391624],"domain_scores_gemma":[0.999785,0.00003675223,0.00001038042,0.00004370161,0.00005756512,0.00006657836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001461683,0.0009384718,0.0282023,0.01164507,0.0011586,0.000008331071,0.04158282,0.2991374,0.1850477,0.01131047,0.268377,0.1524457],"study_design_scores_gemma":[0.0009015327,0.0001004462,0.009410361,0.0001284479,0.00002779653,0.000004623499,0.000861539,0.9669511,0.002150956,0.00001148853,0.01911484,0.0003368625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9516963,0.000535819,0.04308088,0.0006980991,0.0007558102,0.001601821,0.000006751464,0.0009014701,0.0007229866],"genre_scores_gemma":[0.9863087,0.0000163681,0.01285957,0.0001099056,0.0001350783,0.0004558178,0.00001973422,0.00002702181,0.00006782189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6678137,"threshold_uncertainty_score":0.4092874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03536720366884376,"score_gpt":0.3177862671855637,"score_spread":0.28241906351672,"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."}}