{"id":"W2561656365","doi":"10.1515/ohs-2015-0027","title":"Decomposition study of in vivo phytoplankton absorption spectra aimed at identifying the pigments and the phytoplankton group in complex case 2 coastal waters of the Arabian Sea","year":2015,"lang":"en","type":"article","venue":"Oceanological and Hydrobiological Studies","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Phytoplankton; Fucoxanthin; Chlorophyll a; Seawater; Absorption (acoustics); Pigment; Environmental chemistry; Oceanography; Colored dissolved organic matter; Chemistry; Biology; Botany; Ecology; Materials science; Geology; Nutrient; Organic chemistry","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":[0.0001266522,0.0002684872,0.0001412417,0.000566123,0.0002036874,0.0002127007,0.0001031589,0.0001915199,0.0003801899],"category_scores_gemma":[0.0002325981,0.0001215839,0.0002027071,0.0004436925,0.0001482608,0.0001474659,0.0001546726,0.0001260665,0.00007807388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001911719,"about_ca_system_score_gemma":0.0001072517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004049085,"about_ca_topic_score_gemma":0.003323668,"domain_scores_codex":[0.9999492,0.000007288453,0.000003449974,0.00001599782,0.00001592054,0.000008021199],"domain_scores_gemma":[0.9998664,0.00002982441,0.00003494763,0.00001116016,0.00004033988,0.00001745952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003244315,0.00008921993,0.2232224,0.00005952955,0.000055378,0.0003666368,0.0004930058,0.001529276,0.7662096,0.00006462464,0.00005032675,0.007535604],"study_design_scores_gemma":[0.000005310102,0.0001721254,0.9460186,0.000002517354,0.00003576825,0.0002650509,0.0002899718,0.004217763,0.04875347,0.00002590397,0.0002057473,0.000007809133],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997231,0.00001171039,0.0001516575,0.000001370977,4.502775e-7,0.000001192245,0.00002386906,0.000001948139,0.000084587],"genre_scores_gemma":[0.9990995,0.00002706909,0.0006319484,0.000003104032,8.016428e-7,0.00000223668,0.0001004904,0.00000187844,0.000132862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004049085,"threshold_uncertainty_score":0.008051038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0547427677886422,"score_gpt":0.2614758598042722,"score_spread":0.20673309201563,"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."}}