{"id":"W7046103309","doi":"","title":"Consumer-resource coupling stabilizes and enhances productivity in a fluctuating environment","year":2012,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Centre National de la Recherche Scientifique; McGill University; National Science Foundation","keywords":"Primary producers; Productivity; Biomass (ecology); Primary productivity; Littoral zone; Ecosystem; Benthic zone; Limiting","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":[0.0002919649,0.0002771576,0.0003607766,0.0002711944,0.0002863977,0.0008137208,0.0003637501,0.0002846848,0.0006944365],"category_scores_gemma":[0.0009308161,0.0002584444,0.0004298269,0.0002290607,0.000538979,0.0005272688,0.0006193609,0.0002419203,0.00008119171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001049467,"about_ca_system_score_gemma":0.0005682787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01058771,"about_ca_topic_score_gemma":0.01019792,"domain_scores_codex":[0.9998882,0.00002225526,0.000008721239,0.00002971139,0.00001834394,0.00003272513],"domain_scores_gemma":[0.9996601,0.00009074878,0.0001184741,0.00003909434,0.00003064505,0.00006090761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000750999,0.00015253,0.1747957,0.0001574642,0.0003623568,0.001181742,0.0005920485,0.6316492,0.1616847,0.01220572,0.0004727624,0.01599473],"study_design_scores_gemma":[0.00003087603,0.0002372149,0.1172527,0.000008212871,0.0001006877,0.0002436086,0.0001715166,0.8720578,0.004057209,0.005511724,0.0002844554,0.00004411654],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960128,0.00001742295,0.003231471,0.00003718414,0.000001664798,0.000002521108,0.00002111491,0.00002637329,0.0006495044],"genre_scores_gemma":[0.999574,0.000009510364,0.0002611687,0.000003466683,6.066516e-7,0.000001584083,0.000008452178,0.000002939567,0.0001382429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01058771,"threshold_uncertainty_score":0.02105218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137319137540306,"score_gpt":0.2453674402403534,"score_spread":0.2316355264863228,"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."}}