{"id":"W4400117812","doi":"10.51357/jei.v5i1.284","title":"Transitional Times","year":2024,"lang":"en","type":"article","venue":"Journal of Educational Informatics","topic":"Australian History and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Geology","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":[0.001657596,0.0002267788,0.000301798,0.001024383,0.01422075,0.007719538,0.0008143763,0.002326471,0.05127627],"category_scores_gemma":[0.004100046,0.0002077702,0.0002513176,0.001464973,0.01132836,0.007042913,0.006496743,0.005144348,0.004665851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007187293,"about_ca_system_score_gemma":0.00731398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01700559,"about_ca_topic_score_gemma":0.02631141,"domain_scores_codex":[0.9986328,0.0004081524,0.00003396381,0.000158004,0.000163144,0.0006039907],"domain_scores_gemma":[0.9988735,0.0002372375,0.00007385515,0.0001401717,0.0001509245,0.0005243834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001614445,0.00001436886,0.0002292099,0.00001204311,9.812348e-7,0.00008347096,0.01816446,0.00001311205,0.00003148169,0.9620636,0.01388368,0.00548735],"study_design_scores_gemma":[0.000009441105,0.00002028618,0.001946945,0.0001406583,0.000002796687,0.00013955,0.04237936,0.00005971055,0.0001098351,0.1351261,0.8200539,0.00001151273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05256399,0.002123994,0.001313734,0.0262072,0.001211633,0.00004618476,0.0001643931,0.00005354467,0.9163154],"genre_scores_gemma":[0.679109,0.001117408,0.0003905688,0.004909278,0.0002502316,0.00008403055,0.0001135663,0.00009869485,0.3139273],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05127627,"threshold_uncertainty_score":0.1715362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02855766408048091,"score_gpt":0.3503895285868057,"score_spread":0.3218318645063247,"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."}}