{"id":"W4401798344","doi":"10.1057/978-1-349-96110-8_5049","title":"Ryerson University","year":2024,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan UK eBooks","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sociology","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":[0.0002015143,0.0002551956,0.000282979,0.0001866078,0.0005992214,0.00007273195,0.0003163513,0.0003072191,0.001686672],"category_scores_gemma":[0.00000941313,0.000219203,0.0002717892,0.00002856421,0.0004968986,5.78029e-7,0.0001683307,0.0002750936,0.002101358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003238285,"about_ca_system_score_gemma":0.0002506411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001181798,"about_ca_topic_score_gemma":0.00236553,"domain_scores_codex":[0.9986923,0.00001618479,0.0001506411,0.0003856591,0.0004250383,0.0003301688],"domain_scores_gemma":[0.9992979,0.00004590239,0.0001097112,0.0002395211,0.000116661,0.0001902643],"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":[0.000005788356,1.287145e-7,0.0000190265,0.00001916883,0.0001343047,0.000054229,0.005817663,7.069979e-8,5.140544e-7,0.9861,0.0009615654,0.006887554],"study_design_scores_gemma":[0.00005393365,0.00001170539,0.00001579278,0.00006030955,0.00006731684,7.608759e-7,0.00466912,2.67256e-7,7.300056e-7,0.439449,0.5554726,0.0001984184],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002961104,0.0007093573,0.000002803318,0.0004859047,0.002257782,0.0002700453,0.00007139888,0.0001619752,0.9960111],"genre_scores_gemma":[0.4287831,0.0006682172,0.00001950223,0.00006483482,0.0006248379,8.389325e-7,0.00001035216,0.0000233485,0.569805],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.554511,"threshold_uncertainty_score":0.9992259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02803605604855253,"score_gpt":0.2642634712932577,"score_spread":0.2362274152447051,"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."}}