{"id":"W4392325819","doi":"10.51644/9781554589456-002","title":"Preface","year":2014,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004553402,0.0007135311,0.0005289813,0.00217994,0.008141993,0.004557171,0.001314378,0.001008973,0.2567582],"category_scores_gemma":[0.001592822,0.0002604274,0.0002673245,0.003174404,0.001352402,0.001574538,0.00134753,0.00227851,0.07898251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02212214,"about_ca_system_score_gemma":0.02411757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7893826,"about_ca_topic_score_gemma":0.8958922,"domain_scores_codex":[0.9994606,0.00002853486,0.00001278698,0.00007890038,0.0003141259,0.0001049877],"domain_scores_gemma":[0.9989076,0.00004688196,0.00001630586,0.00004308244,0.0007745641,0.0002115405],"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":[0.000008591662,0.000009412224,0.0001483609,0.00007811522,8.876263e-7,0.00005016136,0.0006755646,0.00003927179,0.00009459868,0.02049109,0.9395245,0.03887945],"study_design_scores_gemma":[3.867734e-7,0.000001105525,0.0002521334,0.00003683224,4.236135e-7,0.00001530769,0.0001729287,0.000005426526,0.00001839084,0.0003953722,0.9991001,0.000001665753],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00105507,0.01079721,0.0007777257,0.007466989,0.01030673,0.0001491655,0.004432389,0.0003367753,0.9646779],"genre_scores_gemma":[0.003750116,0.003206762,0.0003224667,0.0007750139,0.000528539,0.00002282231,0.001182181,0.0001170335,0.990095],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7893826,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01520187248759928,"score_gpt":0.2151995137240097,"score_spread":0.1999976412364105,"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."}}