{"id":"W4238509453","doi":"10.1029/2011eo290005","title":"Honors","year":2011,"lang":"en","type":"article","venue":"Eos","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medal; Arctic; Library science; Management; Engineering; Art history; Geology; Oceanography; History; 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":[0.00005079491,0.00003615722,0.00003214666,0.000005494842,0.00002856504,0.000002425093,0.00007833267,0.00002285149,0.02358357],"category_scores_gemma":[0.000002579284,0.00002661954,0.00001580536,0.0000580315,0.00003715995,0.00003966351,0.00004382589,0.00004495466,0.005864147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001084688,"about_ca_system_score_gemma":7.973417e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001892813,"about_ca_topic_score_gemma":0.000009811538,"domain_scores_codex":[0.9997064,0.00001014057,0.00004738383,0.00008433743,0.00005427915,0.0000974834],"domain_scores_gemma":[0.9998437,0.000003505342,0.000008622051,0.00009766925,5.478149e-7,0.00004593383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008051287,0.0006770066,0.5829187,0.00001604193,0.00009871357,0.0001410092,0.02529348,0.000671184,0.06041287,0.00630331,0.06287577,0.2605114],"study_design_scores_gemma":[0.000642977,0.0003207329,0.5466162,0.00001409953,0.00004034953,0.00002928947,0.0003498121,0.001385543,0.05475396,0.02238861,0.3726439,0.0008145053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5283896,0.0000163466,0.0000641662,0.00001633598,0.00008440195,0.00003095405,2.424819e-7,0.00001715747,0.4713808],"genre_scores_gemma":[0.9932761,0.000008374011,0.001167064,0.0001128039,0.00001342854,0.000002705397,4.927394e-7,0.000004379797,0.00541464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4659662,"threshold_uncertainty_score":0.9949099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01984183389461882,"score_gpt":0.1910999194946326,"score_spread":0.1712580856000138,"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."}}