{"id":"W4413385923","doi":"10.18260/1-2--57546","title":"Work-In-Progress: Reinforcing connections and creating efficiency in a 2nd year curriculum - a systematic approach to identify opportunities for integration","year":2025,"lang":"en","type":"article","venue":"","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Curriculum; Computer science; Work (physics); Engineering ethics; Engineering management; Engineering; Sociology; Mechanical engineering; Pedagogy","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":[0.03442504,0.0007788471,0.001226807,0.007312892,0.00500195,0.009202998,0.002933412,0.00158061,0.002726978],"category_scores_gemma":[0.06930014,0.0009018011,0.0009664237,0.004180548,0.004277973,0.00661586,0.01171811,0.003011683,0.0005078505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007515352,"about_ca_system_score_gemma":0.04495976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002242401,"about_ca_topic_score_gemma":0.01007671,"domain_scores_codex":[0.9723922,0.01467581,0.002480679,0.002489612,0.006257598,0.001704041],"domain_scores_gemma":[0.9346418,0.03459144,0.008771035,0.005870402,0.01117576,0.004949611],"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":[0.0002827732,0.002596223,0.1187465,0.005400374,0.0002027671,0.0005514153,0.1456262,0.001466287,0.005307143,0.04192536,0.003751126,0.6741437],"study_design_scores_gemma":[0.0002678582,0.002985415,0.3301581,0.01680276,0.001145833,0.00100106,0.4161838,0.008799405,0.02505894,0.06380072,0.1333337,0.0004623902],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8735,0.002217978,0.06554657,0.004223855,0.0002682128,0.008897959,0.0005187143,0.0003661498,0.04446053],"genre_scores_gemma":[0.8653824,0.001057931,0.1241352,0.0003186517,0.00002180705,0.004085187,0.0002640459,0.00006021991,0.00467448],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03442504,"threshold_uncertainty_score":0.1820592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07625424061789673,"score_gpt":0.3143129727163512,"score_spread":0.2380587320984545,"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."}}