{"id":"W4400711643","doi":"10.1787/f6842d8e-en","title":"Foreword","year":2023,"lang":"en","type":"book-chapter","venue":"OECD development co-operation peer reviews","topic":"Island Studies and Pacific Affairs","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Global Affairs Canada; Nemzeti Fejlesztési Minisztérium","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002288635,0.0003717378,0.0006768532,0.0001174291,0.001274271,0.000136089,0.0002762931,0.0003246179,0.008236834],"category_scores_gemma":[0.00009465128,0.0003077548,0.0002009331,0.00003401198,0.0001192341,0.0001165023,0.00006790824,0.0002848211,0.03440944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002338648,"about_ca_system_score_gemma":0.0005707847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002787326,"about_ca_topic_score_gemma":0.002090358,"domain_scores_codex":[0.9973046,0.00009249967,0.0008145601,0.0004620426,0.0009459497,0.000380403],"domain_scores_gemma":[0.9990909,0.00007108229,0.000274645,0.0002688661,0.0001620836,0.0001324422],"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":[0.000003045953,0.000005504205,0.00001565182,0.00005929816,0.00004941687,0.000006839308,0.01050722,4.991193e-7,2.570779e-7,0.2102903,0.6610069,0.1180551],"study_design_scores_gemma":[0.00009388107,0.00001123868,0.00001603267,0.0001464126,0.00002490687,5.386001e-7,0.0003989261,0.000001274697,0.00000179361,0.0008276844,0.9980561,0.0004211794],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001027748,0.002966321,0.0002109693,0.002174484,0.001205619,0.001131172,0.00004102951,0.0001461557,0.9921232],"genre_scores_gemma":[0.00003058193,0.02796575,0.0007911674,0.0004196571,0.0006245425,0.0001282513,0.0005823635,0.00005114814,0.9694065],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3370492,"threshold_uncertainty_score":0.9999375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.117369045230883,"score_gpt":0.3535850667113746,"score_spread":0.2362160214804916,"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."}}