{"id":"W4226176224","doi":"10.1029/2022gl098947","title":"Thank You to Our 2021 Peer Reviewers","year":2022,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Environmental Engineering and Cultural Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Girton College, University of Cambridge","keywords":"Computer science; Peer review; Psychology; Information retrieval; World Wide Web; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006136675,0.0001080556,0.0001391597,0.00006325651,0.0004944939,0.0000848054,0.0009657902,0.000008062789,0.00003780035],"category_scores_gemma":[0.0001307762,0.00009200909,0.00008685135,0.0007086889,0.00003178358,0.0001283597,0.001777587,0.0005031017,0.0008739646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001924262,"about_ca_system_score_gemma":0.00001023404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001074813,"about_ca_topic_score_gemma":8.630378e-7,"domain_scores_codex":[0.9971088,0.0001675984,0.000103696,0.0004027841,0.001662139,0.0005549819],"domain_scores_gemma":[0.9993043,0.00005747489,0.00001256339,0.000416064,0.00003843932,0.0001711565],"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":[0.00002150727,0.0002006592,0.0001157635,0.00003469462,0.00006769637,0.0001823679,0.002261504,0.005089351,0.08946177,0.007225985,0.8236736,0.0716651],"study_design_scores_gemma":[0.0002574461,0.000352558,0.00857003,0.00002579805,0.000004410683,0.000008133746,0.0009837523,0.00154589,0.001481966,0.0004149511,0.9859213,0.0004338181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.343923,0.000865121,0.01348283,0.6357637,0.001507651,0.0009710715,0.00002313514,0.0002377507,0.00322578],"genre_scores_gemma":[0.9842116,0.00004470205,0.002090437,0.004425444,0.0003773207,0.0003392478,0.000005796254,0.0000149861,0.008490521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6402886,"threshold_uncertainty_score":0.999904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03702850062822601,"score_gpt":0.3060681113854293,"score_spread":0.2690396107572033,"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."}}