{"id":"W7071918232","doi":"","title":"Transformative Perspectives in Education: Highlights from CJNSE and CCGSE Collaboration","year":2023,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Western University; University of Ottawa","funders":"","keywords":"Transformative learning; Work (physics); Process (computing); Graduate education; Graduate students","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":[0.03342278,0.0009507644,0.00132968,0.003493702,0.03784305,0.04378748,0.003451479,0.01561359,0.005657064],"category_scores_gemma":[0.03214696,0.0004873236,0.0008801881,0.00858187,0.03948309,0.01293012,0.02237168,0.02539657,0.0007445826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06964809,"about_ca_system_score_gemma":0.1860933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2674396,"about_ca_topic_score_gemma":0.5524669,"domain_scores_codex":[0.9661441,0.01206839,0.0006759763,0.001602192,0.009652846,0.009856576],"domain_scores_gemma":[0.9303196,0.0265677,0.001383368,0.001140459,0.01045242,0.03013642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001035262,0.0001022381,0.0007029827,0.001154026,0.00002805844,0.001395045,0.270203,0.000132273,0.0003094237,0.1989548,0.4822744,0.04464015],"study_design_scores_gemma":[0.00001396447,0.00001270288,0.0008543399,0.0008052702,0.000006499883,0.0002431084,0.1624615,0.00003040468,0.000108254,0.01002747,0.8254044,0.00003203776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.008369001,0.06815595,0.0007701771,0.8607576,0.02697716,0.00005166473,0.0001128705,0.00004420265,0.03476135],"genre_scores_gemma":[0.4209718,0.1391386,0.00312424,0.3567071,0.02994175,0.0002733174,0.0002983572,0.000410671,0.04913416],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2674396,"threshold_uncertainty_score":0.5317658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1715995143871389,"score_gpt":0.5414962291433522,"score_spread":0.3698967147562133,"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."}}