{"id":"W2247492990","doi":"","title":"Temporal studies of biogeochemical processes in the world’s oceans during the JGOFS era","year":2003,"lang":"en","type":"book-chapter","venue":"ePrints Soton (University of Southampton)","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biogeochemical cycle; Oceanography; Environmental science; Geology; Ecology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004062184,0.0001459804,0.0001378699,0.001727876,0.0003955797,0.0007268982,0.0002449871,0.0002384085,0.001146313],"category_scores_gemma":[0.001593323,0.0001641203,0.0001874352,0.005649846,0.0005077929,0.001366626,0.0008161476,0.0003135836,0.0001277876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007885198,"about_ca_system_score_gemma":0.0004790196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05160943,"about_ca_topic_score_gemma":0.1188866,"domain_scores_codex":[0.9999073,0.0000133311,0.00001130853,0.00001939732,0.00002951796,0.00001915651],"domain_scores_gemma":[0.9994111,0.0002039774,0.0001744956,0.00005005112,0.0001189698,0.00004127212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000285261,0.00005294805,0.842629,0.0003954606,0.0001634971,0.000659437,0.00821881,0.002129914,0.006238086,0.01472385,0.008478312,0.1160255],"study_design_scores_gemma":[0.000002108446,0.00001012598,0.9807534,0.00004145434,0.00001817463,0.00006064719,0.0009889841,0.0001841807,0.0002986347,0.0007208011,0.01691581,0.000005708613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9552006,0.01019366,0.0008193831,0.001514308,0.00008169436,0.00001349475,0.005588379,0.00004011965,0.0265484],"genre_scores_gemma":[0.9861265,0.006936767,0.0008367737,0.0001564626,0.00008195078,0.0000159621,0.002073761,0.00003310855,0.003738684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05160943,"threshold_uncertainty_score":0.102618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01897166398514511,"score_gpt":0.2103896810221557,"score_spread":0.1914180170370106,"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."}}