{"id":"W4382314820","doi":"10.1029/2023gl104214","title":"Thank You to Our 2022 Peer Reviewers","year":2023,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Presentation (obstetrics); Rigour; Reading (process); Peer review; Library science; Quality (philosophy); Computer science; Engineering ethics; Political science; Data science; Public relations; Medicine; Engineering; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03996268,0.002635626,0.003694117,0.007834655,0.006333584,0.0262938,0.00390875,0.00891909,0.1408309],"category_scores_gemma":[0.2742692,0.001666358,0.002300991,0.004164466,0.002494476,0.00819534,0.00624705,0.008701367,0.2271142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003480397,"about_ca_system_score_gemma":0.01827182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002878912,"about_ca_topic_score_gemma":0.005052703,"domain_scores_codex":[0.940071,0.01608429,0.007796278,0.006420448,0.02717754,0.002450535],"domain_scores_gemma":[0.4094166,0.02062721,0.01493477,0.01407918,0.5111102,0.02983203],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000216097,0.000008183973,0.0001871547,0.0001316494,0.000009209213,0.00007716312,0.00007581063,0.00001926214,0.00009288301,0.0001718778,0.9810178,0.01818744],"study_design_scores_gemma":[0.00002329073,0.00001701184,0.0003352198,0.0002794593,0.00001449276,0.0002618075,0.0003471557,0.0001252857,0.000125508,0.000643224,0.9977803,0.00004727161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.001243926,0.011812,0.01063224,0.2982225,0.6401123,0.001946673,0.003614831,0.005380487,0.02703507],"genre_scores_gemma":[0.01732717,0.01555033,0.03368836,0.202411,0.3628662,0.005698187,0.006897918,0.008196033,0.3473648],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9600373,"threshold_uncertainty_score":0.4711264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3282845110858884,"score_gpt":0.5069510288248523,"score_spread":0.1786665177389639,"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."}}