{"id":"W4241659474","doi":"10.1007/978-94-6091-861-2_1","title":"Introduction","year":2012,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Literacy; Scholarship; Sociology; Neoliberalism (international relations); Political science; Social science; Pedagogy; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004270572,0.0002205973,0.0002155994,0.0001390386,0.0004675471,0.0002524992,0.000234828,0.000501662,0.003206394],"category_scores_gemma":[0.00007540639,0.0001879592,0.0001777344,0.00002104515,0.0005533626,0.0002421164,0.00004906039,0.0003771156,0.0006287783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003974567,"about_ca_system_score_gemma":0.0004759843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001726542,"about_ca_topic_score_gemma":0.0006118669,"domain_scores_codex":[0.9984405,0.00002565244,0.0002312211,0.0002677391,0.0005693057,0.0004655704],"domain_scores_gemma":[0.9989437,0.00002542109,0.0001867545,0.0002937362,0.0002499874,0.0003004413],"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":[0.000002231708,0.000003531398,8.702768e-7,0.000004408646,0.00002471161,5.119201e-7,0.001873451,1.991402e-7,0.000001374746,0.5467637,0.4330159,0.01830916],"study_design_scores_gemma":[0.00004570661,0.000009819762,0.00001160659,0.00001201921,0.00003316079,0.000004362636,0.0008105857,9.366215e-8,0.000002420551,0.04573717,0.9530985,0.0002345394],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003547605,0.0004006373,0.000001212732,0.01070105,0.00496913,0.0002306809,0.00001298271,0.0001318238,0.983517],"genre_scores_gemma":[0.001033675,0.00005867703,0.00006068177,0.0007817262,0.01840997,0.000004459133,0.00005551745,0.00004058757,0.9795547],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5200826,"threshold_uncertainty_score":0.9977048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01926114819262238,"score_gpt":0.2692223084250241,"score_spread":0.2499611602324018,"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."}}