{"id":"W3194908861","doi":"","title":"Assessment of the photoreactivity of surface freshwater in extreme ecosystems: lakes in Terra Nova Bay, Antarctica, as a case study","year":2013,"lang":"en","type":"article","venue":"","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Bay; Oceanography; Nova (rocket); Nova scotia; Ecosystem; Environmental science; Aquatic ecosystem; Geology; Geography; Physical geography; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004318682,0.0004977844,0.0002205338,0.0008433758,0.0008846443,0.0009386825,0.0003401367,0.0006162399,0.000499472],"category_scores_gemma":[0.000303117,0.0001274048,0.0003747165,0.001282006,0.000477881,0.0003424002,0.0005664285,0.0002053293,0.00008063739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164941,"about_ca_system_score_gemma":0.0006711947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04802323,"about_ca_topic_score_gemma":0.09686629,"domain_scores_codex":[0.9998306,0.00004163031,0.000008138007,0.00002740123,0.00005421373,0.00003804269],"domain_scores_gemma":[0.9997886,0.00004774545,0.00004412916,0.00001689761,0.00006505064,0.0000376002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004815614,0.0001798165,0.8940043,0.0002648541,0.0002533366,0.002339222,0.002002932,0.008381898,0.0615738,0.0004479315,0.0004980803,0.02957214],"study_design_scores_gemma":[0.000009090042,0.0002107676,0.9880959,0.00001793812,0.00006170338,0.0003066589,0.003017444,0.003037506,0.003898747,0.0001374202,0.001191003,0.00001584157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982635,0.0001687141,0.0001537401,0.00003355311,0.000001993101,0.00001250362,0.0001310383,0.000003569488,0.001231308],"genre_scores_gemma":[0.9987063,0.0002152097,0.0005100554,0.00001561433,0.00000393822,0.000007391165,0.0000987649,0.000001859152,0.0004408614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04802323,"threshold_uncertainty_score":0.09548742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04687929187802499,"score_gpt":0.3004125277705672,"score_spread":0.2535332358925422,"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."}}