{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005730565,0.00003755534,0.0000638329,0.000070365,0.0001777795,0.0000779163,0.0001060372,0.00004565164,0.003301985],"category_scores_gemma":[0.00009161196,0.0000329433,0.0001109679,0.0001417543,0.0001178652,0.0007505373,0.000002442098,0.0001531021,0.0001260501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001628307,"about_ca_system_score_gemma":0.001413377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000718171,"about_ca_topic_score_gemma":0.000002728407,"domain_scores_codex":[0.9992195,0.00002541831,0.0003212199,0.00001676762,0.0003335235,0.00008355101],"domain_scores_gemma":[0.9993922,0.0002325031,0.00009758272,0.00002721872,0.0001647683,0.00008571376],"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":[0.000002593996,0.00003102884,0.0002727126,0.00003214538,0.00003446406,8.659151e-7,0.07751713,0.00007863894,0.000002849399,0.6091691,0.3124174,0.0004410564],"study_design_scores_gemma":[0.00005405988,0.00001861224,0.0009203476,0.00007406223,0.00002339818,0.00003277695,0.01478848,0.00005440008,0.000004831618,0.01550448,0.9684597,0.00006489702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2125852,0.002138336,0.004351038,0.1022141,0.01316892,0.0002602666,0.0000603423,0.00006137979,0.6651604],"genre_scores_gemma":[0.9704506,0.0001500021,0.006837427,0.0005778742,0.001828066,0.000001264327,0.000006757034,0.000004502082,0.02014352],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7578654,"threshold_uncertainty_score":0.9976091,"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."}}