{"id":"W7055924179","doi":"","title":"Effects of Nutrients, Photoinhibition & Photoacclimation on Photosystem II Function of Freshwater Phytoplankton Communities","year":2011,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photoinhibition; Phytoplankton; Photosystem II; Photosynthesis; Plankton; Nutrient; Photosynthetically active radiation; Water column","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003222472,0.0003437597,0.0003148732,0.0003630264,0.0008832318,0.0006015819,0.000432879,0.0002669911,0.0006589118],"category_scores_gemma":[0.001062757,0.0002882995,0.0001710409,0.0001897478,0.0005942581,0.0004004358,0.0009250645,0.000220382,0.0001181499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001835191,"about_ca_system_score_gemma":0.001379631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04662431,"about_ca_topic_score_gemma":0.1059052,"domain_scores_codex":[0.9996214,0.00006655382,0.00004459664,0.0001101836,0.00007487788,0.0000824059],"domain_scores_gemma":[0.998947,0.0001587356,0.0002868637,0.0000538236,0.000208346,0.0003452059],"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":[0.004006885,0.0001344692,0.1074486,0.0003818758,0.0001100162,0.0003825432,0.001471076,0.0004184758,0.8779367,0.00009699677,0.0001295512,0.007482931],"study_design_scores_gemma":[0.00004670514,0.001662506,0.9442629,0.00001525874,0.0000539666,0.0002090007,0.0007890675,0.0005938823,0.05125134,0.00007390224,0.001017946,0.00002350545],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995516,0.0001301665,0.00002591785,0.00001614278,0.000001080885,0.000003428611,0.0000524573,0.000002904149,0.0002162918],"genre_scores_gemma":[0.999311,0.00008911411,0.0001678226,0.00001890825,0.000001311565,0.000007288082,0.0001264053,0.000002308719,0.0002759048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04662431,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009339300938737582,"score_gpt":0.1755926804633606,"score_spread":0.166253379524623,"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."}}