{"id":"W3144715795","doi":"10.5194/bg-2021-22","title":"Evaluating the Arabian Sea as a regional source of atmospheric CO <sub>2</sub> : seasonal variability and drivers","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tamkeen; York University; New York University Abu Dhabi","keywords":"Upwelling; Environmental science; Climatology; Carbon cycle; Alkalinity; Monsoon; Oceanography; Dissolved organic carbon; Atmospheric sciences; Forcing (mathematics); Chemistry; Geology; Ecosystem; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001875638,0.0002191165,0.000296515,0.00001310471,0.0002385193,0.0001330609,0.0002815012,0.0001762792,0.001356552],"category_scores_gemma":[0.0004859919,0.0001398475,0.0001449447,0.0001666468,0.0004174678,0.00006927471,0.00008128094,0.0003981516,0.00002256111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008937335,"about_ca_system_score_gemma":0.0005995938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006919101,"about_ca_topic_score_gemma":0.0001664811,"domain_scores_codex":[0.9973191,0.001034411,0.000296888,0.0005480043,0.0005826994,0.0002188813],"domain_scores_gemma":[0.9973931,0.001637435,0.0002507555,0.0004339951,0.0001451244,0.0001395296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003634362,0.00008680737,0.6570962,0.0004430951,0.0002606719,0.00001150034,0.001720538,0.07803231,0.002045484,0.0001118926,0.0008493583,0.2589787],"study_design_scores_gemma":[0.0002102256,0.0001634285,0.7674619,0.00008533521,0.00007220091,0.00003465027,0.0006863682,0.2294409,0.000773078,0.0004062011,0.0004219725,0.0002437676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995695,0.0004317775,0.0005649967,0.0009313562,0.0001655457,0.0003853108,0.00004682011,0.00003404553,0.001745139],"genre_scores_gemma":[0.9971044,0.0001881564,0.001859421,0.0003073384,0.00008535718,0.000002561715,0.0001933863,0.000005132254,0.0002542585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2587349,"threshold_uncertainty_score":0.9995564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02886594293045616,"score_gpt":0.2740291259873913,"score_spread":0.2451631830569351,"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."}}