{"id":"W4412870843","doi":"10.24908/pceea.2025.19677","title":"Multi-year study of sense of belonging at a large comprehensive Ontario university","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.002963855,0.0003702537,0.000620734,0.001836506,0.0198999,0.003648265,0.001192441,0.0007601322,0.002848892],"category_scores_gemma":[0.003596882,0.0005157064,0.0004005255,0.001715755,0.002841766,0.001663521,0.00442793,0.002201842,0.0006679886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02367408,"about_ca_system_score_gemma":0.03348066,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7766924,"about_ca_topic_score_gemma":0.9351646,"domain_scores_codex":[0.997885,0.0003395522,0.00005538747,0.0001897731,0.0005598852,0.0009702989],"domain_scores_gemma":[0.9933826,0.0003619733,0.0005776238,0.0001996182,0.001433693,0.004044516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001296953,0.0009657085,0.4808808,0.0000501159,0.00001788675,0.000575737,0.4965743,0.0000383357,0.001299196,0.0004290476,0.002626778,0.01641248],"study_design_scores_gemma":[0.000005098017,0.0002935691,0.5747645,0.000035399,0.000005998488,0.00006072858,0.4171537,0.00008637818,0.0001064639,0.00005397815,0.007407469,0.00002669293],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985274,0.00003030973,0.00003059125,0.0002227689,0.000007885772,0.00005386085,0.00005927107,0.00000315751,0.001064755],"genre_scores_gemma":[0.9953009,0.0001201478,0.0001132955,0.000200855,0.000009742805,0.00007949954,0.00009864238,0.000005955305,0.004070927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7766924,"threshold_uncertainty_score":0.4492454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004315004844311142,"score_gpt":0.183753403546603,"score_spread":0.1794383987022918,"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."}}