{"id":"W4312725192","doi":"10.1057/978-1-349-96053-8_9771","title":"Concordia University","year":2022,"lang":"en","type":"book-chapter","venue":"The Grants Register 2023","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology; 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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003418491,0.0001181515,0.0001744849,0.0000495465,0.001435974,0.00003106071,0.000515355,0.00008475384,0.01040269],"category_scores_gemma":[0.00001205506,0.00008047673,0.0001567042,0.00006352906,0.0006081027,0.00005737278,0.0002499048,0.0002466365,0.0007765118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002165005,"about_ca_system_score_gemma":0.0002076744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005369976,"about_ca_topic_score_gemma":0.003452769,"domain_scores_codex":[0.9990886,0.00004731927,0.000096515,0.0001882061,0.0003925948,0.00018676],"domain_scores_gemma":[0.9993879,0.00007062293,0.0001446699,0.0002854956,0.0000502433,0.00006111638],"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":[0.00001240789,0.000005452878,0.00001949393,0.000005192809,0.00009674769,0.00002218711,0.006140366,2.719092e-7,4.91393e-8,0.6744756,0.3128207,0.006401513],"study_design_scores_gemma":[0.00008661654,0.000009264647,0.00007539759,0.00001261874,0.00004921302,6.569059e-7,0.008795551,8.255121e-8,1.932762e-8,0.003566419,0.987282,0.0001221909],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000325043,0.0002299661,0.000001220885,0.01032667,0.002397187,0.0002124602,0.00008478267,0.00004328639,0.9866719],"genre_scores_gemma":[0.000785867,0.002762595,0.000002102671,0.0003623764,0.0003689305,0.000001310073,0.00001463673,0.00001424541,0.995688],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6744613,"threshold_uncertainty_score":0.999864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06289040175932466,"score_gpt":0.2838155034139022,"score_spread":0.2209251016545775,"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."}}