{"id":"W4404604256","doi":"10.1007/978-3-031-69449-3_4","title":"Mobilizing a Pan-Canadian Collaboration to Support Educators in Shifting Engineering Programs Online: A Case Study","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Queen's University; Polytechnique Montréal; University of Guelph; York University; University of Toronto","funders":"","keywords":"Political science; Engineering management; Public relations; Sociology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.007161534,0.0008081892,0.0004065033,0.001939233,0.04184506,0.008175218,0.004348022,0.003739525,0.005908637],"category_scores_gemma":[0.01098123,0.0005030274,0.0005133929,0.002886508,0.00740852,0.003567289,0.01016496,0.005278299,0.0009461098],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03144972,"about_ca_system_score_gemma":0.08660348,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7448962,"about_ca_topic_score_gemma":0.9295048,"domain_scores_codex":[0.9918888,0.003075511,0.0001138951,0.0005364884,0.001350013,0.003035357],"domain_scores_gemma":[0.9853941,0.002613254,0.0005148281,0.0004393995,0.002433519,0.008604937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002214964,0.003091316,0.01801715,0.0002201249,0.00002139495,0.005195566,0.8772675,0.0002911785,0.001414334,0.006266947,0.0120755,0.07591747],"study_design_scores_gemma":[0.00003478652,0.0002542563,0.00646664,0.00018519,0.00002266963,0.000473345,0.9456679,0.0002965866,0.0003844347,0.0005484571,0.04562423,0.00004151174],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9413728,0.0005100192,0.002072697,0.005595427,0.0002679712,0.0006687314,0.000111896,0.00008650045,0.04931394],"genre_scores_gemma":[0.9712333,0.0005900383,0.004615628,0.001623899,0.00002972859,0.000238379,0.00008943162,0.00005634645,0.02152333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9685503,"threshold_uncertainty_score":0.5132123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04732894363319575,"score_gpt":0.4038194210272065,"score_spread":0.3564904773940108,"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."}}