{"id":"W4416109199","doi":"10.25071/k75cnf37","title":"Introduction","year":2025,"lang":"","type":"article","venue":"Canada Watch","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009945717,0.0009359354,0.0004646256,0.00182165,0.004835512,0.008105192,0.001389709,0.003382637,0.596805],"category_scores_gemma":[0.003447524,0.0003686112,0.0007978879,0.001351717,0.001038985,0.001700211,0.001999628,0.004554728,0.4254437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008156121,"about_ca_system_score_gemma":0.02070693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3679359,"about_ca_topic_score_gemma":0.5852141,"domain_scores_codex":[0.9982102,0.0000643709,0.00002374124,0.0001789254,0.001070632,0.0004520799],"domain_scores_gemma":[0.9968522,0.0001304884,0.0000617846,0.0001260145,0.001878631,0.0009507961],"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":[0.000005453762,0.000004416532,0.00005374715,0.00001383314,4.468625e-7,0.000009760231,0.00001070995,0.000005333053,0.00002600024,0.001772804,0.9918005,0.00629684],"study_design_scores_gemma":[0.000002643843,0.000001786943,0.0002297655,0.00002166675,5.414743e-7,0.000006238376,0.00003655345,0.000004795881,0.00001757275,0.0002022515,0.9994739,0.000002425884],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003069185,0.0009925853,0.0002518285,0.01808832,0.01899833,0.0001258052,0.004037327,0.0005175583,0.9566814],"genre_scores_gemma":[0.0007775975,0.0003189909,0.0001020466,0.006162794,0.000990208,0.00003088808,0.0009816474,0.0001165021,0.9905193],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.403195,"threshold_uncertainty_score":0.7315885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002630495075389029,"score_gpt":0.1936021691517715,"score_spread":0.1909716740763825,"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."}}