{"id":"W4391602944","doi":"10.18260/1-2--44007","title":"Quarter to Semester Transition: Lessons Learned from a Mechanical Engineering Case","year":2024,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Process (computing); Work (physics); Engineering management; Service (business); Computer science; Perspective (graphical); Engineering education; Quarter (Canadian coin); Unit (ring theory); Engineering design process; Medical education; Engineering; Mathematics education; Pedagogy; Psychology; Mechanical engineering; Artificial intelligence; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01478955,0.0006114172,0.000629984,0.001795128,0.007691846,0.006147043,0.003345769,0.006050716,0.008212358],"category_scores_gemma":[0.04413737,0.0006272126,0.0008208933,0.001522569,0.004695269,0.005657343,0.005980509,0.006584713,0.001226988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005033214,"about_ca_system_score_gemma":0.00531904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004253133,"about_ca_topic_score_gemma":0.01323768,"domain_scores_codex":[0.9878319,0.006980572,0.0006433,0.0007832507,0.001588869,0.002172107],"domain_scores_gemma":[0.9685553,0.01788716,0.00205596,0.001751162,0.0023342,0.007416198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006583185,0.01086822,0.07578617,0.001287003,0.00007683495,0.1351249,0.4305281,0.00386771,0.002175526,0.0376283,0.03195802,0.270041],"study_design_scores_gemma":[0.0002492128,0.003055099,0.02976363,0.00270415,0.00007941066,0.05493458,0.708633,0.006050761,0.003885952,0.02500539,0.1653647,0.0002741573],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9321243,0.001432162,0.01402276,0.02415724,0.0007247254,0.0004565906,0.0001315394,0.000173574,0.02677703],"genre_scores_gemma":[0.9860444,0.0007470021,0.005412091,0.002052696,0.00008362114,0.0001728681,0.00006108449,0.00008457989,0.005341799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01478955,"threshold_uncertainty_score":0.07821554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169116104351849,"score_gpt":0.2562463541680789,"score_spread":0.2345551931245604,"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."}}