{"id":"W1956025871","doi":"10.1007/s00285-015-0924-x","title":"Effect of light on the growth of non-nitrogen-fixing and nitrogen-fixing phytoplankton in an aquatic system","year":2015,"lang":"en","type":"article","venue":"Journal of Mathematical Biology","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; McMaster University","funders":"","keywords":"Phytoplankton; Nitrogen; Context (archaeology); Steady state (chemistry); Environmental science; Biomass (ecology); Nitrogen fixation; Nitrogen cycle; Biological system; Ecology; Biology; Atmospheric sciences; Physics; Chemistry; Nutrient","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":[0.0006131933,0.0002677055,0.0003471371,0.0002852173,0.0004642544,0.0007090079,0.0004046396,0.0006535138,0.001800621],"category_scores_gemma":[0.004966237,0.000235152,0.0004535159,0.0001599563,0.0008795626,0.0004844269,0.000643804,0.0006286156,0.000106462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009764229,"about_ca_system_score_gemma":0.0005414062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006386469,"about_ca_topic_score_gemma":0.005040847,"domain_scores_codex":[0.9998072,0.00006668203,0.000008731268,0.00002835838,0.00002258249,0.00006659255],"domain_scores_gemma":[0.9904432,0.00809309,0.0003638325,0.0001358684,0.0002934572,0.0006707168],"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":[0.0112259,0.001761053,0.2356757,0.0007538334,0.0005922387,0.002820297,0.00106812,0.3102408,0.3889572,0.01406688,0.003075669,0.02976223],"study_design_scores_gemma":[0.0005123522,0.002207361,0.3473778,0.00005419044,0.0003937554,0.0005854652,0.001288398,0.5912148,0.04090269,0.01414708,0.001116904,0.0001992942],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971241,0.0001271084,0.000932768,0.0002650844,0.00001700414,0.000003839303,0.00009335551,0.00001339442,0.001423307],"genre_scores_gemma":[0.9993075,0.00005697607,0.000212011,0.00004571185,0.000008564161,0.000002665457,0.0000287411,0.000005540761,0.0003322598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006386469,"threshold_uncertainty_score":0.01269859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01399054905172201,"score_gpt":0.2341691134111582,"score_spread":0.2201785643594362,"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."}}