{"id":"W3015338415","doi":"10.5194/bg-17-4119-2020","title":"Can ocean community production and respiration be determined by measuring high-frequency oxygen profiles from autonomous floats?","year":2020,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada; Dalhousie University","funders":"Gulf of Mexico Research Initiative","keywords":"Argo; Environmental science; Optode; Profiling (computer programming); Oxygen; Photic zone; Oceanography; Computer science; Geology; Chemistry; 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":[0.0003119653,0.0002621926,0.0002558195,0.0003675093,0.0002033112,0.0003555282,0.0002802246,0.0003361088,0.0002786721],"category_scores_gemma":[0.0009916759,0.0002081513,0.0001187111,0.0003058766,0.000245828,0.0005438068,0.0002521785,0.0001621684,0.0001613567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002058625,"about_ca_system_score_gemma":0.0001292498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005911253,"about_ca_topic_score_gemma":0.01441543,"domain_scores_codex":[0.999864,0.00002797116,0.000006105511,0.00005563191,0.00003303493,0.00001325402],"domain_scores_gemma":[0.999588,0.0001042325,0.0001699037,0.00004178458,0.00007152765,0.00002457396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002106282,0.00004912166,0.7816334,0.00009472694,0.0001261531,0.00007291073,0.0002462085,0.001674369,0.1841106,0.00007582737,0.0002539699,0.03145202],"study_design_scores_gemma":[0.000008358964,0.00008311607,0.9705253,0.00001082898,0.00004554611,0.0000610153,0.0001853692,0.0135479,0.01485313,0.0001227064,0.0005440335,0.00001282339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924252,0.0001600513,0.006671131,0.00004020519,0.000009799741,0.000008407558,0.0002000298,0.00002487668,0.0004603883],"genre_scores_gemma":[0.9932424,0.0001142224,0.006172036,0.00003434806,0.00001087121,0.00001692795,0.0001941487,0.000008927542,0.0002059846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005911253,"threshold_uncertainty_score":0.01175368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03538517595463219,"score_gpt":0.1981474755054869,"score_spread":0.1627622995508547,"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."}}