{"id":"W4402683662","doi":"10.3167/trans.2023.130302","title":"Introduction","year":2023,"lang":"en","type":"article","venue":"Transfers","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003068534,0.00002150925,0.0000273903,0.00002566833,0.0003230191,0.000008032846,0.00004371229,0.00001439636,0.000552316],"category_scores_gemma":[0.00004172383,0.00002063529,0.00002024594,0.0003267657,0.00009638887,0.00005478764,0.000001418942,0.00002631704,0.0006638063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001458679,"about_ca_system_score_gemma":0.00002494913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006859273,"about_ca_topic_score_gemma":0.0000954321,"domain_scores_codex":[0.9996626,0.00004350928,0.00003428326,0.00006267547,0.00009389384,0.0001030521],"domain_scores_gemma":[0.9998876,0.00003593145,0.000002741641,0.00003053438,0.00001848668,0.00002472834],"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":[0.000003346347,0.00001242354,0.0005777318,0.000002841315,0.000009382416,3.701539e-7,0.02948658,0.00001517269,0.0001142822,0.9059659,0.05864312,0.005168842],"study_design_scores_gemma":[0.0000700719,0.00001658157,0.008825365,0.00000254994,0.000008376561,1.398441e-7,0.0555122,0.000001555369,0.0001435697,0.03747201,0.8978677,0.00007985489],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7663411,0.00003097734,0.00006164608,0.09121562,0.001424483,0.000092314,0.00000246709,0.0003085117,0.1405229],"genre_scores_gemma":[0.9899161,0.0001887041,0.000009124265,0.00006830905,0.0009948815,0.000011123,0.0000036268,0.000002052194,0.008806081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8684939,"threshold_uncertainty_score":0.8532109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02818856185351218,"score_gpt":0.3407626493522137,"score_spread":0.3125740874987015,"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."}}