{"id":"W2086858697","doi":"10.1007/s00285-008-0221-z","title":"Phytoplankton depth profiles and their transitions near the critical sinking velocity","year":2008,"lang":"en","type":"article","venue":"Journal of Mathematical Biology","topic":"Aquatic and Environmental Studies","field":"Earth and Planetary Sciences","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Phytoplankton; Water column; Plankton; Buoyancy; Environmental science; Oceanography; Atmospheric sciences; Ecology; Geology; Physics; Biology; Mechanics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002484956,0.00007251176,0.0001886696,0.00001181229,0.0003826485,0.00001391502,0.0000840726,0.0000440378,0.0004774285],"category_scores_gemma":[0.0001348774,0.00003258631,0.00005204339,0.00003215555,0.001035653,0.0000523419,0.000008784244,0.0001455985,0.00003585989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002304387,"about_ca_system_score_gemma":0.00001572906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007900569,"about_ca_topic_score_gemma":0.000008571276,"domain_scores_codex":[0.9994429,0.00007623639,0.0002129413,0.00006129752,0.00007230461,0.0001342836],"domain_scores_gemma":[0.9991444,0.0006852748,0.00005559011,0.00004617388,0.00001159996,0.00005690343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003775453,0.0005964089,0.7497841,0.0002802213,0.0006007957,0.0002380137,0.03741442,0.0002394516,0.001220526,0.02569424,0.002868007,0.1806863],"study_design_scores_gemma":[0.0007055391,0.001317935,0.7387514,0.000109868,0.0001046837,0.005497637,0.004177059,0.01297633,0.0006261921,0.2296787,0.005718038,0.0003365734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830897,0.0009925768,0.01096326,0.003105663,0.00006059497,0.00005181904,0.00001342407,0.000004604073,0.001718348],"genre_scores_gemma":[0.9951416,0.0001376395,0.004419229,0.0002153328,0.00007543647,2.914838e-7,0.000001686279,0.000001243721,0.000007581997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2039845,"threshold_uncertainty_score":0.5227508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03174633182889507,"score_gpt":0.2356825122751991,"score_spread":0.203936180446304,"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."}}