{"id":"W3087554371","doi":"10.18260/1-2--35754","title":"Allowing Freshman Engineering Students to Encounter Multiple Disciplines: Discipline Oriented Labs in the First Semester Engineering Curriculum","year":2024,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Curriculum; Engineering education; Mathematics education; Computer science; Engineering; Engineering management; Engineering ethics; Pedagogy; Sociology; Psychology","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":[0.003103076,0.0008958374,0.0003528814,0.001057928,0.003473731,0.006946137,0.002291946,0.001420935,0.02483341],"category_scores_gemma":[0.003928373,0.0006276686,0.0004683729,0.0006716163,0.001373758,0.002880032,0.007090582,0.003387083,0.01117104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002220621,"about_ca_system_score_gemma":0.01168628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001235264,"about_ca_topic_score_gemma":0.008384187,"domain_scores_codex":[0.9985135,0.0002590497,0.00006018737,0.0002171388,0.0005000827,0.000449968],"domain_scores_gemma":[0.9909821,0.0003563177,0.0005679505,0.0002938897,0.000941159,0.006858531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005963312,0.01011486,0.05386488,0.0005889539,0.00002640927,0.0011351,0.009920521,0.001096059,0.02993753,0.01707044,0.2124956,0.6631533],"study_design_scores_gemma":[0.0002620984,0.0058622,0.1198006,0.001340893,0.00006143832,0.003470166,0.02369643,0.002625817,0.02528071,0.02979607,0.7875758,0.000227798],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6824899,0.002307785,0.04833343,0.03073518,0.004575501,0.001872124,0.0005201379,0.005063139,0.2241028],"genre_scores_gemma":[0.7038158,0.003151084,0.08771639,0.02073886,0.001160241,0.001527755,0.001115446,0.0007273974,0.1800471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02483341,"threshold_uncertainty_score":0.08307606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007441996386166,"score_gpt":0.271695706363918,"score_spread":0.264253709977752,"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."}}