{"id":"W4309372443","doi":"10.1093/oso/9780197642337.002.0007","title":"Preface","year":2022,"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":"Grandparent; Small town; Citizenship; Work (physics); Principal (computer security); Political science; Psychology; Sociology; Geography; Socioeconomics; Engineering; Law","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":[0.0001863997,0.0007658146,0.000432402,0.002029856,0.00419929,0.003267032,0.0008797706,0.0007451788,0.5427107],"category_scores_gemma":[0.0009140543,0.0002947179,0.0002990855,0.002955904,0.0005735786,0.001511878,0.001009372,0.001616795,0.2329486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009367582,"about_ca_system_score_gemma":0.007826082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5468758,"about_ca_topic_score_gemma":0.7182645,"domain_scores_codex":[0.9998046,0.000007727285,0.000004908343,0.00002270491,0.0001206222,0.00003951372],"domain_scores_gemma":[0.9992678,0.00003536404,0.00001100371,0.00003139858,0.0005287559,0.0001257788],"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":[0.000004853749,0.000004896759,0.00004525648,0.00003888096,3.038413e-7,0.00002863825,0.00007587408,0.00002801903,0.00006021381,0.003394215,0.9781836,0.01813518],"study_design_scores_gemma":[5.574316e-7,0.000001023181,0.0002058193,0.00002688403,2.947904e-7,0.00002011594,0.00007918169,0.000008328627,0.00001801014,0.0002948777,0.9993435,0.000001351628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004336126,0.002282708,0.0004705263,0.002606689,0.004073213,0.0001258801,0.006140139,0.0003387555,0.9835285],"genre_scores_gemma":[0.001795812,0.00115498,0.0002413274,0.0003899732,0.0003368669,0.0000219607,0.002113218,0.0001281008,0.9938179],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5427107,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01936345088714637,"score_gpt":0.2214267556448243,"score_spread":0.2020633047576779,"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."}}