{"id":"W1607437930","doi":"","title":"Report of the SNOMS Project 2006 to 2012, SNOMS SWIRE NOCS Ocean Monitoring System. Part 1: Narrative description","year":2013,"lang":"en","type":"article","venue":"ePrints Soton (University of Southampton)","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Environment Research Council; National Oceanography Centre; Xiamen University","keywords":"Atmosphere (unit); Ocean acidification; Environmental science; Earth system science; Oceanography; Seawater; Greenhouse gas; Meteorology; Geology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004007409,0.0001366094,0.0002273348,0.0001335983,0.0003197479,0.00002779976,0.0003877133,0.00008519903,0.001203266],"category_scores_gemma":[0.00005256889,0.00010866,0.0001226306,0.0003327208,0.0001829154,0.0003840918,0.00005560382,0.0001256367,0.0002624522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002167568,"about_ca_system_score_gemma":0.00009084682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005691465,"about_ca_topic_score_gemma":0.0001903991,"domain_scores_codex":[0.9987814,0.0001645283,0.0002207146,0.0002987293,0.0003227443,0.0002118151],"domain_scores_gemma":[0.9989098,0.00006408291,0.0003318508,0.0004155334,0.0001723696,0.0001063942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001460432,0.00006597207,0.9703094,0.0001723377,0.00009261957,0.00002676873,0.01734466,0.001522566,0.001584581,0.00004671818,0.004200236,0.00448803],"study_design_scores_gemma":[0.0002457285,0.00008039541,0.9499766,0.0001919088,0.0000256868,0.00002586834,0.04344568,0.0006986501,0.001428175,0.00001752596,0.003689302,0.0001744262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945906,0.0000363478,0.0003085184,0.0002352741,0.0005429926,0.0007634045,0.00005633936,0.0000419542,0.003424587],"genre_scores_gemma":[0.9932675,0.000007035377,0.0005008124,0.000008980101,0.00005831867,2.97136e-7,0.0000166097,0.000004087939,0.0061364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02610102,"threshold_uncertainty_score":0.9997098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01845066414670138,"score_gpt":0.1974331920350413,"score_spread":0.1789825278883399,"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."}}