{"id":"W1821005016","doi":"10.1029/2005gc000953","title":"Small‐scale heterogeneity of dissolved gas concentrations in marine continental shelf waters","year":2005,"lang":"en","type":"article","venue":"Geochemistry Geophysics Geosystems","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biogeochemical cycle; Continental shelf; Oceanography; Hydrography; Geology; Transect; Water mass; Environmental science; Continental margin; Atmospheric sciences; Environmental chemistry; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001853464,0.0001408036,0.0002306606,0.0006834281,0.0002168521,0.0004637115,0.0001948443,0.0001933652,0.0002614881],"category_scores_gemma":[0.0005096955,0.000178116,0.0001352303,0.0005476202,0.0003184316,0.0002611684,0.0003119236,0.00009854109,0.00006659455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003824142,"about_ca_system_score_gemma":0.0001524178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01326577,"about_ca_topic_score_gemma":0.01256206,"domain_scores_codex":[0.999899,0.00001388502,0.000009272098,0.00004417324,0.00001940012,0.00001422923],"domain_scores_gemma":[0.9997476,0.00007651839,0.00006961758,0.00001960546,0.00005181351,0.00003486143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001883593,0.00002988998,0.8651719,0.00004549571,0.0001263767,0.0001362527,0.0003527757,0.001624137,0.1256902,0.00009263809,0.00007290133,0.006469038],"study_design_scores_gemma":[0.000003449138,0.00002423362,0.9966799,0.000001536785,0.00001134944,0.00002514523,0.0001004888,0.001563114,0.001445587,0.00003451746,0.0001055517,0.000005207293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995642,0.00004552145,0.0001049464,0.000005559261,8.323768e-7,0.000001618719,0.0001091936,0.000004985238,0.0001631593],"genre_scores_gemma":[0.999658,0.00003008805,0.00007948394,0.000004055899,0.00000157117,0.000002389988,0.0001748965,0.000001359335,0.00004814678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01326577,"threshold_uncertainty_score":0.02637708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00864596360836673,"score_gpt":0.1845593441251205,"score_spread":0.1759133805167538,"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."}}