{"id":"W7105609014","doi":"10.3138/ijcs-2025-intro-en","title":"Foreword #63","year":2025,"lang":"en","type":"article","venue":"International Journal of Canadian Studies","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003559228,0.0001013801,0.0002133188,0.003000577,0.00007193096,0.00003828271,0.000521768,0.00003056985,0.00007850279],"category_scores_gemma":[0.0008131112,0.00008860257,0.0001265781,0.0004837301,0.000103091,0.0002028906,0.00004896259,0.0001677973,0.0001322344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009587564,"about_ca_system_score_gemma":0.0007857948,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01345174,"about_ca_topic_score_gemma":0.3269798,"domain_scores_codex":[0.998853,0.00003032375,0.0004192163,0.00008101382,0.0004218969,0.0001945129],"domain_scores_gemma":[0.9973378,0.0001224422,0.0002147679,0.00007869836,0.002096883,0.0001494017],"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":[0.000111671,0.00002767282,0.01786556,0.000007741208,0.004437208,0.0007111038,0.0008538108,0.0001248687,0.0002627891,0.07162817,0.8869756,0.0169938],"study_design_scores_gemma":[0.0007573845,0.00003618162,0.02368949,0.0002581317,0.00007088357,0.0001422713,0.001787514,0.00002150398,0.0004783348,0.009740345,0.9629096,0.000108296],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6009831,0.03105406,0.0003673108,0.08892769,0.02319027,0.0002877259,0.0006275492,0.00005864281,0.2545036],"genre_scores_gemma":[0.9938284,0.0004033748,0.0005196974,0.001722099,0.0004183257,0.000002331513,0.000001427526,0.00001325604,0.003091107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3928453,"threshold_uncertainty_score":0.9931177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04302337187171135,"score_gpt":0.3742870229374957,"score_spread":0.3312636510657844,"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."}}