{"id":"W4412870786","doi":"10.24908/pceea.2025.19668","title":"Implementing Land-Based Learning in Engineering Education: Insights from Land-Based Facilitators","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 Manitoba","funders":"Polytechnique Montréal; University of Manitoba","keywords":"Computer science","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":[0.0210716,0.0007694146,0.0008672515,0.002568314,0.02267287,0.008688363,0.003553289,0.00277707,0.002751215],"category_scores_gemma":[0.02262456,0.0006440461,0.0005222238,0.002190575,0.01515862,0.004466997,0.01120502,0.004285045,0.0004029789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02005653,"about_ca_system_score_gemma":0.05542941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2380267,"about_ca_topic_score_gemma":0.4081043,"domain_scores_codex":[0.9824414,0.00970172,0.0003631971,0.0008122849,0.002128279,0.004553189],"domain_scores_gemma":[0.9768977,0.01397439,0.0009708074,0.0005860421,0.003523082,0.004047944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000201699,0.00006062237,0.002955737,0.0001728162,0.000003969288,0.000918926,0.9814969,0.00005941939,0.0005365167,0.00215371,0.0006936817,0.01092741],"study_design_scores_gemma":[0.000004786331,0.00004809202,0.001273106,0.0002598169,0.000008189045,0.0001821773,0.9745349,0.0000770888,0.0003165274,0.0003955581,0.02288128,0.00001856611],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562426,0.001578407,0.005393823,0.008642676,0.0001656398,0.0004940663,0.00008006776,0.00008081627,0.0273218],"genre_scores_gemma":[0.9886543,0.001189472,0.002566703,0.0009079241,0.00002028999,0.0001827247,0.00003570727,0.00005166951,0.006391298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2380267,"threshold_uncertainty_score":0.4732824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002867685144991781,"score_gpt":0.191998986068687,"score_spread":0.1891313009236952,"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."}}