{"id":"W2070646270","doi":"10.1007/s00442-007-0744-9","title":"Dynamics of dissolved oxygen isotopic ratios: a transient model to quantify primary production, community respiration, and air–water exchange in aquatic ecosystems","year":2007,"lang":"en","type":"article","venue":"Oecologia","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":96,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada; University of Waterloo","funders":"","keywords":"Diel vertical migration; Ecosystem; Aquatic ecosystem; Respiration; Ecology; Stable isotope ratio; Steady state (chemistry); Primary producers; Biology; Photosynthesis; Environmental chemistry; Environmental science; Atmospheric sciences; Nutrient; Phytoplankton; Chemistry; Botany","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":[0.0005765707,0.0005793764,0.0006432882,0.0003305199,0.0005998802,0.000830068,0.00145246,0.001700934,0.0008659596],"category_scores_gemma":[0.001508878,0.0004847395,0.0008024135,0.0003192779,0.0008524363,0.001146471,0.0008152091,0.0008308043,0.0001044762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001511272,"about_ca_system_score_gemma":0.0009573682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02792748,"about_ca_topic_score_gemma":0.01371561,"domain_scores_codex":[0.9999206,0.00002034556,0.000004924696,0.00002542637,0.000009977842,0.00001871359],"domain_scores_gemma":[0.9994695,0.0002888898,0.00006502727,0.0000347838,0.00006241767,0.00007935641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006804421,0.00005654928,0.002502436,0.00001129894,0.00003200228,0.00003945838,0.00002127309,0.9938329,0.001282986,0.001081267,0.0001483151,0.0009234432],"study_design_scores_gemma":[0.000009930493,0.00000699721,0.0001975754,7.024285e-7,0.000005165701,0.000001667807,0.00000324091,0.9994717,0.00009380859,0.000185995,0.00002106156,0.000002115116],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9545063,0.00009773019,0.04194975,0.0004071429,0.00005156525,0.00003410031,0.0003510884,0.0002675501,0.002334723],"genre_scores_gemma":[0.9970698,0.0000328531,0.002075993,0.00003075087,0.000009629849,0.0000326696,0.0001075132,0.00002565561,0.0006150441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02792748,"threshold_uncertainty_score":0.05552989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02389819704295693,"score_gpt":0.2304672561617847,"score_spread":0.2065690591188278,"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."}}