{"id":"W2122939648","doi":"10.6087/kcse.52","title":"One event, several perspectives: a reflection on the 2015 Council of Science Editors annual meeting","year":2015,"lang":"en","type":"article","venue":"Science Editing","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Event (particle physics); Reflection (computer programming); Political science; Computer science; Library science; Physics; Programming language","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":["metaresearch","sts","scholarly_communication","open_science"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.09923305,0.0001607048,0.0002518566,0.0005758809,0.001791417,0.001655079,0.00596876,0.00008259341,0.00003839248],"category_scores_gemma":[0.2063491,0.0001037395,0.0000688864,0.00822623,0.005264905,0.007720958,0.0009675944,0.0006346765,0.00007874743],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001712558,"about_ca_system_score_gemma":0.008422493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003757579,"about_ca_topic_score_gemma":0.00002211593,"domain_scores_codex":[0.982966,0.0002394459,0.0007056243,0.001052955,0.01429336,0.0007425845],"domain_scores_gemma":[0.9875445,0.001631754,0.0009021279,0.000766878,0.008750823,0.0004039182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001207614,0.0002714082,0.00794107,0.000007026014,0.00001484511,0.000004569364,0.2088067,0.007476535,0.01213203,0.01990991,0.7259962,0.01731892],"study_design_scores_gemma":[0.0008700294,0.0005910686,0.008353439,0.0004265553,0.00002091619,0.00003121289,0.8347937,0.03982231,0.020688,0.04346887,0.05016201,0.0007718309],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8293927,0.0001060319,0.001385183,0.01317991,0.02177987,0.0003330506,0.00002503528,0.0001019292,0.1336963],"genre_scores_gemma":[0.991003,0.000001539016,0.0006324093,0.0002550982,0.007283445,0.000007883063,2.331442e-7,0.000007574435,0.0008088325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6758342,"threshold_uncertainty_score":0.9995081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1956339175247216,"score_gpt":0.4279118452788558,"score_spread":0.2322779277541342,"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."}}