{"id":"W4401380319","doi":"10.5194/bg-9-3047-2012","title":"Photoproduction of ammonium in the southeastern Beaufort Sea and its biogeochemical implications","year":2012,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Biogeochemical cycle; Beaufort sea; Oceanography; Environmental science; Beaufort scale; Ammonium; Geology; Chemistry; Environmental chemistry; Sea ice","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002302065,0.0002592887,0.0001747392,0.0005117652,0.0007248244,0.0005378484,0.000305422,0.0003478296,0.0004011857],"category_scores_gemma":[0.0001931614,0.0001631733,0.0002549162,0.0005803137,0.0003293071,0.0002811824,0.000270812,0.0001689175,0.00008380003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002591211,"about_ca_system_score_gemma":0.0008753834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4273504,"about_ca_topic_score_gemma":0.529998,"domain_scores_codex":[0.9998896,0.00001293121,0.000004728639,0.00003611268,0.00003236169,0.00002428376],"domain_scores_gemma":[0.9997327,0.00003127014,0.00008594988,0.0000105398,0.0001016553,0.00003789468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003115034,0.0000443283,0.8941516,0.00007174144,0.00008846972,0.0008193837,0.0004806185,0.002530767,0.08887935,0.0001401719,0.0004845326,0.01199747],"study_design_scores_gemma":[0.000002271502,0.00001575337,0.9971908,0.000002654971,0.000004843186,0.00004219605,0.0001125721,0.001148693,0.001146008,0.00001203708,0.0003186287,0.000003717347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985963,0.0002297806,0.00007588548,0.00007613716,0.000003247529,0.000002049384,0.0001499517,0.000009486504,0.0008572066],"genre_scores_gemma":[0.9994369,0.00006217397,0.000135342,0.00002613093,0.000003103789,0.000001524565,0.000122526,0.000002008741,0.0002103025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4273504,"threshold_uncertainty_score":0.849726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02254652139453752,"score_gpt":0.2226888245385466,"score_spread":0.2001423031440091,"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."}}