{"id":"W4396857337","doi":"10.1029/2024jc021291","title":"Thank You to Our 2023 Peer Reviewers","year":2024,"lang":"en","type":"article","venue":"Journal of Geophysical Research Oceans","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Peer review; Psychology; Computer science; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04024928,0.0001582661,0.0005275738,0.001136154,0.0002127657,0.003430257,0.004288317,0.0001072128,0.0003236842],"category_scores_gemma":[0.06940525,0.00009264686,0.0004297413,0.00378291,0.0001003464,0.002395667,0.0007292731,0.002872458,0.005426152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001777043,"about_ca_system_score_gemma":0.0008030831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007752981,"about_ca_topic_score_gemma":0.000007903873,"domain_scores_codex":[0.9853877,0.0008743407,0.001071733,0.000486556,0.01146378,0.0007158334],"domain_scores_gemma":[0.990616,0.003451455,0.0001740726,0.0005492404,0.004296929,0.0009123273],"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":[0.00006287565,0.0000450111,0.0003646744,0.00001255327,0.00003062945,0.0002052387,0.0004581534,0.00001577661,0.0001860422,0.002782672,0.9025112,0.09332512],"study_design_scores_gemma":[0.0001262894,0.0002926483,0.004540436,0.0003423368,0.00001304873,0.00004862194,0.002017592,0.0005057633,0.0001401815,0.04584502,0.945993,0.0001350779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4175329,0.005062357,0.004736542,0.5113915,0.008159965,0.0006581293,0.00009135214,0.00006689061,0.0523004],"genre_scores_gemma":[0.8358834,0.0003201082,0.0003637963,0.0006957139,0.003963744,0.000003562212,0.000001060178,0.00002490016,0.1587438],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5106958,"threshold_uncertainty_score":0.999428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2509194321954867,"score_gpt":0.5462279083681786,"score_spread":0.2953084761726919,"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."}}