{"id":"W2126949958","doi":"10.1039/b902604e","title":"Effects of ultraviolet radiation on the productivity and composition of freshwater phytoplankton communities","year":2009,"lang":"en","type":"article","venue":"Photochemical & Photobiological Sciences","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Phytoplankton; Trophic level; Nutrient; Ecology; Freshwater ecosystem; Ecosystem; Biology; Habitat; Environmental science; Environmental chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003757679,0.00009612881,0.0001833371,0.00002695107,0.000129493,0.00002038504,0.0002282893,0.00005129004,0.0002208748],"category_scores_gemma":[0.00006813891,0.00004753136,0.00003872967,0.0001531602,0.0005191178,0.0000679013,0.00001403753,0.0001100136,0.000003883679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001797899,"about_ca_system_score_gemma":0.00001049498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001533474,"about_ca_topic_score_gemma":0.0001403631,"domain_scores_codex":[0.9991947,0.0001500706,0.0001738249,0.0001578738,0.0001708561,0.0001526061],"domain_scores_gemma":[0.9990961,0.0006422596,0.000103458,0.00009489597,0.00002188048,0.00004142699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002654009,0.0002100443,0.09187268,0.00006933812,0.00001168231,0.000001584482,0.0003646338,0.00005458005,0.888613,0.0008979086,0.0001403893,0.01749877],"study_design_scores_gemma":[0.0001318187,0.001278964,0.1240508,0.00005101702,0.000006791263,0.000007386429,0.00009980102,0.0007142603,0.869064,0.004361226,0.0001414386,0.00009251203],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995689,0.000125397,0.000002690329,0.0002261799,0.00003510086,0.0003875693,0.00003563356,0.00001212008,0.003486267],"genre_scores_gemma":[0.9996337,0.00003845615,0.00003254934,0.0002313726,0.00002569984,0.000004436887,0.0000289129,4.891029e-7,0.00000444209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03217812,"threshold_uncertainty_score":0.2418424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01301174330611681,"score_gpt":0.2117158970823788,"score_spread":0.198704153776262,"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."}}