{"id":"W4400163452","doi":"10.1787/b7d8a929-en","title":"Foreword","year":2024,"lang":"en","type":"book-chapter","venue":"OECD eBooks","topic":"Canadian Policy and Governance","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001208602,0.0001546986,0.0001654142,0.00006907375,0.0001887882,0.00006677846,0.000230878,0.0003158733,0.001753438],"category_scores_gemma":[0.00001014763,0.0001660143,0.0001598484,0.000004848373,0.0002893446,0.00002146913,0.00003851094,0.0003085535,0.004045339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001943398,"about_ca_system_score_gemma":0.0004481755,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01661241,"about_ca_topic_score_gemma":0.152128,"domain_scores_codex":[0.9990615,0.000005689075,0.0001311821,0.0002366196,0.0002839661,0.000281006],"domain_scores_gemma":[0.9994944,0.00003944605,0.00006644867,0.0002037748,0.00001827012,0.0001776431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001186783,2.839955e-7,1.434416e-7,0.00001160451,0.00001500161,0.00003761923,0.001027821,1.962029e-8,3.684667e-7,0.7677301,0.21543,0.01574583],"study_design_scores_gemma":[0.00001861766,0.000005500557,9.637075e-7,0.00006747258,0.00001808247,9.45443e-7,0.000008969997,3.434909e-7,0.000002033685,0.3246534,0.6750914,0.0001322026],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004431853,0.0004999526,0.000001502498,0.002254734,0.0005869683,0.0001425957,0.000492752,0.00007814203,0.9959389],"genre_scores_gemma":[0.0009692476,0.00005954599,0.00001333137,0.002068983,0.001724193,0.000006776748,0.000003548467,0.00004298679,0.9951114],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4596614,"threshold_uncertainty_score":0.9991591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02640331075962862,"score_gpt":0.2771157319703639,"score_spread":0.2507124212107353,"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."}}