{"id":"W4392117217","doi":"10.5771/9781538120347-i","title":"Preface","year":2021,"lang":"en","type":"book-chapter","venue":"Rowman & Littlefield Publishers eBooks","topic":"Canadian Identity and History","field":"Social Sciences","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","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003981798,0.0002691784,0.000403287,0.0005528515,0.001029342,0.003695873,0.0006545975,0.0009460507,0.01839986],"category_scores_gemma":[0.0001507553,0.0003933292,0.0003745267,0.00004008264,0.0009397636,0.0003471222,0.0001231523,0.0008636625,0.0003539137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009187564,"about_ca_system_score_gemma":0.003478907,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1097644,"about_ca_topic_score_gemma":0.7348413,"domain_scores_codex":[0.9978051,0.00006705037,0.0003451664,0.0005668892,0.0007072964,0.0005084699],"domain_scores_gemma":[0.9983813,0.00009384142,0.0001992329,0.0006242393,0.0002333421,0.0004680801],"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":[0.000002565132,0.000003238374,0.000001263956,0.00002438779,0.00005212729,0.00005776068,0.002688759,9.884123e-8,0.000001250133,0.602047,0.3843912,0.01073036],"study_design_scores_gemma":[0.0001046525,0.00001543088,0.00000576455,0.0000996657,0.00006413982,0.000002283723,0.0006165758,1.406614e-7,0.00000180032,0.01971058,0.9789715,0.0004074039],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001409748,0.001224468,0.000007458418,0.002460375,0.002140077,0.000263588,0.00002984572,0.0001660794,0.993694],"genre_scores_gemma":[0.0005601426,0.00007785014,0.00005396111,0.001345425,0.001433726,0.0000140455,0.00004741842,0.0000620196,0.9964054],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6250769,"threshold_uncertainty_score":0.9998519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01929123120411301,"score_gpt":0.2192473761235281,"score_spread":0.199956144919415,"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."}}