{"id":"W7100854207","doi":"","title":"1 LETTER FROM THE EDITORS This issue sees a change in the","year":2011,"lang":"en","type":"article","venue":"","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audience measurement; Section (typography); Reputation; Advice (programming); Schedule; Olympiad; Publishing","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":[],"consensus_categories":[],"category_scores_codex":[0.0004914663,0.0000764385,0.00006990995,0.00003147656,0.0001215784,0.0001986356,0.001184355,0.00002984109,0.000447736],"category_scores_gemma":[0.00003301845,0.00003563572,0.0000268622,0.000175556,0.00002838459,0.0007483812,0.0001615194,0.0001095969,0.0003089982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006581332,"about_ca_system_score_gemma":0.00001190175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005090795,"about_ca_topic_score_gemma":0.00002136756,"domain_scores_codex":[0.9992982,0.00004555623,0.0001958637,0.0001053918,0.0002099464,0.0001450175],"domain_scores_gemma":[0.9993238,0.0001461796,0.00008711829,0.000396447,0.00003025474,0.00001619458],"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":[6.93792e-7,0.00003838995,0.0006364342,0.00001453046,0.000005544293,0.000001847219,0.3851318,6.919772e-7,0.000002707794,0.02001031,0.571321,0.02283602],"study_design_scores_gemma":[0.0002516223,0.00003507855,0.008055604,0.00008662846,0.000005707159,0.000007791789,0.0016905,0.1620727,0.0007732098,0.02199471,0.8047281,0.0002983641],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008706975,0.0001551934,0.6299775,0.05047246,0.00572417,0.0005778523,0.000001631694,0.0003365125,0.3040478],"genre_scores_gemma":[0.6753162,0.00001374735,0.1043504,0.2021179,0.01673514,0.00008441402,0.000003206967,0.00001592912,0.001363038],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6666093,"threshold_uncertainty_score":0.4902395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05360851532118537,"score_gpt":0.2497365528791216,"score_spread":0.1961280375579362,"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."}}