{"id":"W3198758764","doi":"10.1007/s00285-023-01890-z","title":"Niche differentiation in the light spectrum promotes coexistence of phytoplankton species: a spatial modelling approach","year":2023,"lang":"en","type":"article","venue":"Journal of Mathematical Biology","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Niche; Phytoplankton; Biology; Niche differentiation; Ecology; Ecological niche; Statistical physics; Biological system; Evolutionary biology; Physics; Nutrient","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004250661,0.0003799836,0.0003921049,0.0006019039,0.0005383118,0.001362085,0.0009707758,0.001064808,0.001996701],"category_scores_gemma":[0.001597123,0.0003459136,0.000808649,0.0005338651,0.0008844247,0.001122207,0.001714075,0.0004610665,0.0001795458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008948445,"about_ca_system_score_gemma":0.0005769716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00820731,"about_ca_topic_score_gemma":0.005678391,"domain_scores_codex":[0.9998573,0.00007508156,0.000006017002,0.00002165194,0.00001636683,0.0000236196],"domain_scores_gemma":[0.9992551,0.000473098,0.000131979,0.00003411968,0.00004872172,0.00005691515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004539275,0.00003943508,0.002400714,0.00003660478,0.00003356068,0.0001923527,0.0001319118,0.9345942,0.004031692,0.05629664,0.0001710435,0.002026579],"study_design_scores_gemma":[0.000007810446,0.000009196163,0.0003048955,0.000003440352,0.00001061232,0.00001703177,0.00002604774,0.9930647,0.0001155115,0.006238167,0.0001968741,0.000005624376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7037948,0.000545988,0.2718758,0.001713859,0.00004090246,0.00004106662,0.0001660699,0.0001682657,0.02165326],"genre_scores_gemma":[0.9876159,0.0002220326,0.009754481,0.00004473966,0.0000172427,0.0000306835,0.00001957719,0.00001828399,0.002277053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00820731,"threshold_uncertainty_score":0.0163191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03661547294217084,"score_gpt":0.229739391390668,"score_spread":0.1931239184484972,"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."}}