{"id":"W3002217656","doi":"10.1111/bre.12278","title":"Basin Research outstanding reviewers 2018–19","year":2020,"lang":"en","type":"article","venue":"Basin Research","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globe; Library science; Publishing; Certificate; History; Sociology; Political science; Medicine; Law; Ophthalmology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01093957,0.0001838871,0.0003073382,0.0001725279,0.0007769772,0.0001697303,0.0009215293,0.0001703517,0.01662792],"category_scores_gemma":[0.002038431,0.0001463303,0.0001061406,0.002734987,0.0008315738,0.0002187243,0.001080182,0.001741019,0.01546763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005273689,"about_ca_system_score_gemma":0.00009406267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001126307,"about_ca_topic_score_gemma":0.00001588019,"domain_scores_codex":[0.9925795,0.00216387,0.0003927836,0.000820916,0.002699674,0.001343314],"domain_scores_gemma":[0.9976156,0.0007654159,0.00004752932,0.0006027881,0.00008274395,0.0008859222],"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":[0.0002406782,0.0001778144,0.0266426,0.0002456424,0.00004658608,0.0002334271,0.003547474,0.000370721,0.02090516,0.002507084,0.9268037,0.01827913],"study_design_scores_gemma":[0.0004950327,0.0003515574,0.003891943,0.0001071182,0.000007197762,0.000007429345,0.001107512,0.001968276,0.001814363,0.001743018,0.9882283,0.0002782588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3068576,0.004596895,0.00052133,0.07161688,0.0004904493,0.00273157,0.00003871752,0.0002016393,0.612945],"genre_scores_gemma":[0.9702495,0.003786906,0.00203269,0.001482315,0.0004752347,0.000103446,0.00001834099,0.00009186605,0.02175967],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6633919,"threshold_uncertainty_score":0.9852989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2692642328992207,"score_gpt":0.4170105597761931,"score_spread":0.1477463268769723,"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."}}