{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005471957,0.0001657133,0.0003128295,0.0005380601,0.0001759614,0.002466867,0.001267809,0.00006449143,0.0004394155],"category_scores_gemma":[0.0001309255,0.0001551839,0.00006252542,0.002526936,0.00009067114,0.007437888,0.000285018,0.0001653095,0.00002502838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001309935,"about_ca_system_score_gemma":0.0005924311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004414301,"about_ca_topic_score_gemma":0.00009913911,"domain_scores_codex":[0.9984455,0.00015756,0.0004493478,0.0003599389,0.0003909877,0.0001967174],"domain_scores_gemma":[0.9986783,0.0002320831,0.0002644438,0.000297374,0.0003551515,0.0001726539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000161325,0.002462224,0.08818748,0.0001590463,0.0003141352,0.00004022121,0.3439674,0.0002722385,0.01796378,0.09767605,0.3079667,0.1408294],"study_design_scores_gemma":[0.0006785752,0.00001320472,0.8905497,0.0002675808,0.00001561262,0.000005050259,0.02154883,0.001065546,0.005939077,0.05699754,0.02244814,0.0004711793],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768124,0.006796421,0.001111213,0.004902168,0.0009080796,0.000433612,0.0000309054,0.0000794404,0.008925808],"genre_scores_gemma":[0.9892241,0.008927323,0.0007926906,0.0003527497,0.00008749278,0.00005343423,0.00001719497,0.00001233952,0.000532623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8023622,"threshold_uncertainty_score":0.9985687,"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."}}