{"id":"W4256171234","doi":"10.1080/00220272.2019.1652940","title":"Introduction","year":2019,"lang":"en","type":"article","venue":"Journal of Curriculum Studies","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mathematics education; Sociology; Pedagogy; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007141629,0.00004666132,0.000191489,0.00007514898,0.0001779015,0.00001383106,0.0001019158,0.00002905162,0.0002650325],"category_scores_gemma":[0.0006090004,0.00003501186,0.00008143581,0.0001654703,0.0001099304,0.0001475551,0.00001089242,0.0001421991,0.00008933386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001704236,"about_ca_system_score_gemma":0.0001125101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005709468,"about_ca_topic_score_gemma":0.00003699753,"domain_scores_codex":[0.9992297,0.00008275879,0.0002061792,0.00006303575,0.000287168,0.0001311566],"domain_scores_gemma":[0.9992219,0.00007770519,0.0002097012,0.00005171672,0.0003796608,0.00005937155],"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":[0.00001531125,0.0002366267,0.06878043,0.00003294767,0.0002418551,0.000008128309,0.1125985,0.00002717554,0.0001681968,0.04008123,0.770539,0.007270558],"study_design_scores_gemma":[0.0001156909,0.0001131446,0.001552401,0.00001806106,0.000023148,0.000005612868,0.1326585,3.827649e-7,0.000005592404,0.0007225266,0.8647314,0.00005355141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9261872,0.007773758,0.00001032121,0.02451018,0.01312411,0.00005495255,1.960724e-7,0.00001890601,0.02832036],"genre_scores_gemma":[0.9855618,0.001174611,0.0002662027,0.00007541697,0.00646769,6.319444e-7,6.389507e-8,0.000003808305,0.006449736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09419233,"threshold_uncertainty_score":0.290192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0718527198032484,"score_gpt":0.4068931697534536,"score_spread":0.3350404499502052,"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."}}