{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001012908,0.0006200534,0.0002144293,0.0009428302,0.002067414,0.004686075,0.001326471,0.001817579,0.5564508],"category_scores_gemma":[0.002519983,0.0001678972,0.0003213446,0.001167733,0.0008926993,0.002376807,0.002616906,0.001498223,0.274265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001886042,"about_ca_system_score_gemma":0.003238467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005407144,"about_ca_topic_score_gemma":0.00541325,"domain_scores_codex":[0.9992657,0.00008476774,0.00003134245,0.0001654997,0.0003400276,0.0001126867],"domain_scores_gemma":[0.9985822,0.0001623368,0.00007185565,0.0001535267,0.0007160517,0.0003140025],"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":[0.00005665563,0.00008312706,0.00156557,0.0003486458,0.000004051929,0.0001299775,0.001109491,0.00008948118,0.0007498541,0.07961069,0.6232275,0.2930249],"study_design_scores_gemma":[0.000003106675,0.000006767042,0.0006445337,0.00007671811,0.000001308251,0.00004169437,0.0003030689,0.00001372943,0.0001176544,0.002544022,0.9962445,0.000002805863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002259299,0.001330532,0.003209452,0.01356074,0.005892255,0.0001689622,0.00295978,0.0007651438,0.9698539],"genre_scores_gemma":[0.01519085,0.001234627,0.001930635,0.004116472,0.001461756,0.0001193877,0.002040873,0.0002231562,0.9736822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4435492,"threshold_uncertainty_score":0.632669,"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."}}