{"id":"W4255126641","doi":"10.4324/9781003088608","title":"Initial Teacher Education at Scale","year":2021,"lang":"en","type":"book","venue":"","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scale (ratio); Mathematics education; Psychology; Computer science; Geography; Cartography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002764291,0.0001003077,0.0001544258,0.00006638779,0.0003187247,0.00009095816,0.0001439044,0.0003238753,0.02834067],"category_scores_gemma":[0.00005208676,0.0001007482,0.00008865277,0.00007041441,0.0001045323,0.00006500862,0.00003520114,0.0001335112,0.001729135],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006888884,"about_ca_system_score_gemma":0.0091006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004187525,"about_ca_topic_score_gemma":0.009541502,"domain_scores_codex":[0.9990396,0.0001410465,0.0001802028,0.0001944447,0.0002836616,0.0001610409],"domain_scores_gemma":[0.9993408,0.00004868293,0.0001090092,0.0001973962,0.0001665373,0.000137547],"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":[3.482804e-7,0.00002962007,0.0002404955,0.00001230341,0.000004999988,1.531988e-7,0.014166,7.978056e-9,8.451354e-7,0.06227271,0.9185533,0.004719228],"study_design_scores_gemma":[0.00002215009,0.000002584766,0.0001186016,0.00005034712,0.00001004852,0.000001030647,0.006504077,2.623263e-8,0.000004197476,0.001269496,0.9918924,0.0001250654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004728335,0.0004749236,0.000002347951,0.002618172,0.002626934,0.0001752884,0.000005934767,0.00004780602,0.9935758],"genre_scores_gemma":[0.0008934894,0.00007166607,0.00005683741,0.000929147,0.01009561,0.00003088445,0.0001346911,0.00001721366,0.9877704],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0733391,"threshold_uncertainty_score":0.9990481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04866435120525952,"score_gpt":0.408386256410881,"score_spread":0.3597219052056215,"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."}}