{"id":"W4378387735","doi":"10.1515/9780773575929-003","title":"Preface","year":2006,"lang":"en","type":"book-chapter","venue":"McGill-Queen's University Press eBooks","topic":"Education, Philosophy, and Society","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007494102,0.0004569414,0.0004107813,0.0001296588,0.001061162,0.0001010748,0.0004536562,0.0003370612,0.0006747367],"category_scores_gemma":[0.000003273131,0.0005103652,0.0003736108,0.000003437274,0.0005080978,0.0001633216,0.0001903996,0.0004904852,0.00006159971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002499979,"about_ca_system_score_gemma":0.00006545676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002542084,"about_ca_topic_score_gemma":0.000009739271,"domain_scores_codex":[0.9985464,0.00004130344,0.0002348015,0.0005274797,0.0003316129,0.0003184133],"domain_scores_gemma":[0.9987273,0.00006770537,0.0002520596,0.0005526253,0.0002864857,0.0001138155],"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":[0.00001348213,0.00002495887,9.778969e-7,0.0000810715,0.0001367337,0.0000162272,0.002320286,0.00000324418,3.995421e-7,0.89851,0.09880761,0.00008498677],"study_design_scores_gemma":[0.0003119956,0.00004412529,0.000003237157,0.00009867388,0.0002313116,5.661316e-7,0.0004158563,0.000001452933,0.00001832839,0.007672185,0.9906414,0.0005609333],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000112095,0.00000487717,0.000003779523,0.0002506859,0.0007159458,0.0003702705,0.0008925534,0.0002609954,0.9974897],"genre_scores_gemma":[0.002709237,0.00008279156,0.00003958202,0.0002394331,0.001139158,0.000001535445,0.0001677932,0.00007812363,0.9955423],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8918337,"threshold_uncertainty_score":0.9997348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02861530749599661,"score_gpt":0.2047233200286093,"score_spread":0.1761080125326127,"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."}}