{"id":"W4324382589","doi":"10.1111/oik.09415","title":"Predicting and controlling ecological communities via trait and environment mediated parameterizations of dynamical models","year":2023,"lang":"en","type":"article","venue":"Oikos","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Trait; Abiotic component; Context (archaeology); Ecology; Community; Alternative stable state; Environmental change; Computer science; Climate change; Biology; Habitat; Ecosystem","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":[0.001093358,0.0006343382,0.0004813163,0.0005796885,0.0003242531,0.001303632,0.0009159746,0.000623295,0.0005908855],"category_scores_gemma":[0.005078254,0.0004436078,0.0009019214,0.0003187043,0.001113365,0.002033011,0.0009054638,0.001041229,0.0001284223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001010207,"about_ca_system_score_gemma":0.0006303272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006598949,"about_ca_topic_score_gemma":0.00972905,"domain_scores_codex":[0.9995881,0.00020326,0.00002121089,0.0001111049,0.00004228616,0.0000340496],"domain_scores_gemma":[0.9985585,0.0007991335,0.0002674896,0.0001964,0.00008491262,0.00009369679],"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":[0.000009662703,0.00001437976,0.00324369,0.000009902663,0.00004009149,0.00001567804,0.00003651405,0.977661,0.0009794605,0.01494417,0.0001091914,0.002936323],"study_design_scores_gemma":[0.000002882253,0.000004738817,0.0005216152,0.000002425832,0.000005565795,0.000004639185,0.000008163536,0.9815646,0.00009387364,0.01759045,0.0001935142,0.000007563615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.220097,0.0002315544,0.7750335,0.0007439937,0.00003550859,0.00004185543,0.0003863189,0.0003426038,0.003087637],"genre_scores_gemma":[0.9346831,0.0002499505,0.0632816,0.0001042267,0.00004565962,0.0001118456,0.0002417754,0.0001123784,0.001169338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006598949,"threshold_uncertainty_score":0.01312107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03708473079157466,"score_gpt":0.2310952071524803,"score_spread":0.1940104763609056,"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."}}