{"id":"W3127777134","doi":"10.5194/egusphere-egu2020-16812","title":"How efficient are Early Career Scientists in peer-review activities?","year":2020,"lang":"en","type":"article","venue":"","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Université Laval; McGill University; Université du Québec à Rimouski","funders":"","keywords":"Credibility; Peer review; Sustainability; Public relations; Political science; Process (computing); Psychology; Engineering ethics; Engineering; Ecology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00203678,0.00009428181,0.0001972892,0.00009494689,0.000184279,0.0003293386,0.000646706,0.00007375549,0.0004483055],"category_scores_gemma":[0.002257271,0.00008623506,0.0000698603,0.001291947,0.0003141707,0.0001934566,0.0001776243,0.0002616355,0.0000794827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001764113,"about_ca_system_score_gemma":0.0002041856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001586749,"about_ca_topic_score_gemma":0.002022213,"domain_scores_codex":[0.996711,0.0002027476,0.0001387762,0.0003276943,0.00213635,0.0004834145],"domain_scores_gemma":[0.9990705,0.0001096938,0.00005627951,0.0001945049,0.000321747,0.0002472389],"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":[0.00003076868,0.0003394785,0.04573429,0.001216554,0.0000271397,0.0004132708,0.0320076,0.00002574259,0.001038274,0.04065215,0.8202544,0.05826028],"study_design_scores_gemma":[0.0002442409,0.00007214965,0.01308312,0.0005797868,0.000008115197,9.758118e-7,0.009810554,0.000193487,0.0008945185,0.000171604,0.9745649,0.0003765725],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1413206,0.001812595,0.0008551234,0.656144,0.0002721934,0.001804363,0.00003004284,0.0004750583,0.1972861],"genre_scores_gemma":[0.9783751,0.0001758043,0.0003378493,0.001441506,0.00008664159,0.00005584215,0.000001317607,0.0000106256,0.01951528],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8370546,"threshold_uncertainty_score":0.4908631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2348831522722511,"score_gpt":0.4433260964963895,"score_spread":0.2084429442241384,"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."}}