{"id":"W4385722315","doi":"10.59962/9780774815710-003","title":"Preface","year":2009,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009393524,0.00007993445,0.0002355312,0.00001782559,0.0003394962,0.0001368485,0.0004024482,0.0003453479,0.000920183],"category_scores_gemma":[0.00002377603,0.0001987502,0.0001498406,0.000005760695,0.0005040138,0.00007425588,0.00006468908,0.0001874302,0.00001378363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000130685,"about_ca_system_score_gemma":0.000205658,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.601748,"about_ca_topic_score_gemma":0.6633564,"domain_scores_codex":[0.9990511,0.00003760184,0.0001172125,0.0002582629,0.0003449789,0.0001908203],"domain_scores_gemma":[0.9990572,0.00002228314,0.0001875538,0.0001672863,0.0003986719,0.000166965],"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":[0.000008497086,0.00003738294,0.000003920567,0.00003775343,0.00008074158,0.00008616703,0.01352946,9.450854e-7,0.000004263222,0.02315785,0.8366361,0.1264169],"study_design_scores_gemma":[0.0002226265,0.0000167054,0.0002138757,0.0002053982,0.00006616869,0.000003628896,0.0009532461,4.141365e-7,2.964059e-7,0.0007554708,0.9973565,0.0002056159],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006218664,0.0002172054,9.396543e-7,0.00006263456,0.0003546806,0.000353913,0.0001812026,0.00009001972,0.9981176],"genre_scores_gemma":[0.003986765,0.0005596697,0.0002220402,0.0000787265,0.0001186978,1.208658e-7,0.00001794293,0.000008671835,0.9950073],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1607205,"threshold_uncertainty_score":0.9999931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02357827385569941,"score_gpt":0.2321004803025888,"score_spread":0.2085222064468894,"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."}}