{"id":"W4391348481","doi":"10.51644/9781771121644-003","title":"Preface","year":2016,"lang":"en","type":"book-chapter","venue":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001136256,0.0007491854,0.0006625029,0.002235584,0.005348796,0.005221943,0.001591327,0.001542059,0.5533765],"category_scores_gemma":[0.005857297,0.0003584609,0.0005233485,0.002678167,0.0009405374,0.002727692,0.002003363,0.00295283,0.3096564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007525347,"about_ca_system_score_gemma":0.008836549,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1021308,"about_ca_topic_score_gemma":0.133476,"domain_scores_codex":[0.9989139,0.0000863438,0.000047484,0.000174057,0.0006075066,0.0001706898],"domain_scores_gemma":[0.995654,0.0002701702,0.00007553241,0.0002562517,0.003089127,0.000654885],"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":[0.000009409214,0.000007448328,0.00007834109,0.00004505422,7.069351e-7,0.00002725912,0.00006103712,0.00002012284,0.00005522439,0.003436587,0.9788857,0.01737321],"study_design_scores_gemma":[9.535009e-7,0.000002876612,0.0002082723,0.00004280803,4.393621e-7,0.0000187267,0.00008156295,0.000007784673,0.00001874592,0.0004291395,0.9991865,0.000002128231],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005664149,0.004457672,0.001199907,0.01693934,0.04629266,0.0002950401,0.007376472,0.0007222813,0.9221501],"genre_scores_gemma":[0.002810183,0.002436004,0.0006655808,0.003575219,0.003914518,0.00009165495,0.005387413,0.0003244431,0.9807951],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8978692,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01690059558312567,"score_gpt":0.2207707701033142,"score_spread":0.2038701745201885,"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."}}