{"id":"W4292236792","doi":"10.7717/peerj.13920","title":"Incorporating nonlinearity with generalized functional responses to simulate multiple predator effects","year":2022,"lang":"en","type":"article","venue":"PeerJ","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Science Foundation","keywords":"Predation; Nonlinear system; Predator; Functional response; Econometrics; Ecology; Biological system; Computer science; Biology; Mathematics; Physics","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":[0.001712172,0.0009414214,0.0009206978,0.001082629,0.0006321959,0.0009877613,0.001825372,0.002895537,0.004767505],"category_scores_gemma":[0.006184303,0.0005233901,0.001820793,0.0006306178,0.000951358,0.001160915,0.00174806,0.00178005,0.0006585242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001416165,"about_ca_system_score_gemma":0.001247076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02491614,"about_ca_topic_score_gemma":0.01631263,"domain_scores_codex":[0.9996387,0.0001720318,0.00001863302,0.00005799904,0.00004548088,0.00006720619],"domain_scores_gemma":[0.9974305,0.001760585,0.0002635883,0.000164009,0.0002256703,0.0001556484],"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":[0.0000367214,0.00004393338,0.004152939,0.00007089991,0.00006556376,0.0001482439,0.0001084545,0.9720389,0.001123247,0.01959782,0.000651732,0.001961589],"study_design_scores_gemma":[0.000008678595,0.00001052368,0.0003986871,0.000007031874,0.000009117008,0.00001539989,0.00002034628,0.9946764,0.00006440186,0.004387723,0.0003927076,0.0000089323],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.567535,0.0009133555,0.3996281,0.00286709,0.0003725765,0.000222819,0.001793662,0.001044729,0.02562259],"genre_scores_gemma":[0.959871,0.0002670794,0.03134372,0.0004651613,0.00004589209,0.0003001177,0.000351592,0.00023194,0.007123515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02491614,"threshold_uncertainty_score":0.04954225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02787649454862183,"score_gpt":0.2487641016896168,"score_spread":0.2208876071409949,"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."}}