{"id":"W4366684524","doi":"10.1029/2023ea002981","title":"Thank You to Our 2022 Reviewers","year":2023,"lang":"en","type":"article","venue":"Earth and Space Science","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Library science; Rigour; Engineering ethics; Computer science; Engineering; Epistemology; Philosophy","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":[0.001035876,0.00008675637,0.00009589789,0.00007407148,0.00029642,0.00005782456,0.0002428405,0.00001865337,0.0004469904],"category_scores_gemma":[0.0001082942,0.00006460853,0.00002134517,0.001901943,0.0001686196,0.0001816293,0.0002859372,0.00009741047,0.004283497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001465031,"about_ca_system_score_gemma":0.00001668768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009047728,"about_ca_topic_score_gemma":0.00002926889,"domain_scores_codex":[0.9986843,0.00002320249,0.0000890652,0.000378832,0.0004214922,0.0004030438],"domain_scores_gemma":[0.9994002,0.00001121906,0.00002679585,0.0002210139,0.000006645452,0.000334121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006792985,0.0001019232,0.1540956,0.00007913229,0.0000207395,0.0001477715,0.0107347,0.01547917,0.4127054,0.003868963,0.124938,0.2777606],"study_design_scores_gemma":[0.0003796633,0.000300734,0.2844194,0.00007013812,0.00001425578,0.00002536951,0.001867088,0.004937583,0.009681428,0.001074957,0.6965503,0.0006791657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643336,0.0002284769,0.00003842789,0.005398695,0.0004534879,0.0002105734,0.0000025346,0.00006136919,0.02927282],"genre_scores_gemma":[0.9596341,0.0007063666,0.001105531,0.0006829654,0.00004453277,0.000008064462,9.997956e-7,0.000007220413,0.03781021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5716122,"threshold_uncertainty_score":0.9964918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0121868483905677,"score_gpt":0.2450680351364083,"score_spread":0.2328811867458406,"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."}}