{"id":"W4403826157","doi":"10.1080/0969160x.2024.2415930","title":"Two Years in the Making: Co-Learning Insights from the CSEAR’s Education Community of Practice","year":2024,"lang":"en","type":"article","venue":"Social and Environmental Accountability Journal","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Psychology; Political science; Public relations","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":[0.04239362,0.0007921506,0.001086189,0.005197791,0.05160902,0.03898897,0.005215537,0.01072573,0.008804931],"category_scores_gemma":[0.05483014,0.0007827937,0.0009860896,0.003791257,0.07418328,0.02708622,0.03608057,0.01692684,0.001085875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01099847,"about_ca_system_score_gemma":0.027418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01247941,"about_ca_topic_score_gemma":0.02305209,"domain_scores_codex":[0.9279554,0.05746889,0.0009461149,0.002974347,0.004203027,0.006452159],"domain_scores_gemma":[0.8887335,0.07495167,0.003856191,0.00451154,0.006979677,0.02096745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001882454,0.00007343818,0.000661485,0.00005451158,0.000004276596,0.0007128106,0.9501008,0.00004517871,0.00009541029,0.03843745,0.0031846,0.006611281],"study_design_scores_gemma":[0.000008826672,0.00002890303,0.0003712561,0.0001745956,0.000003204131,0.000246915,0.9348328,0.0001594751,0.00005092495,0.01057971,0.05352298,0.00002039979],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6179506,0.005675161,0.0153113,0.1765402,0.002592856,0.0003590384,0.00009445958,0.0002170513,0.1812595],"genre_scores_gemma":[0.9784876,0.0008707193,0.002359385,0.005857941,0.0002569758,0.0001232315,0.00003124136,0.0001182479,0.01189477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05160902,"threshold_uncertainty_score":0.2242015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05109143299960463,"score_gpt":0.3948941717922976,"score_spread":0.343802738792693,"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."}}