{"id":"W2011756738","doi":"10.5539/ijb.v1n2p22","title":"Model Stability Analysis of Marine Ecosystem","year":2009,"lang":"en","type":"article","venue":"International Journal of Biology","topic":"Environmental Quality and Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stability (learning theory); Marine ecosystem; Ecosystem; Ecosystem model; Ecological stability; Limit (mathematics); Volterra equations; Ecology; Environmental science; Computer science; Mathematics; Biology; Physics; Machine learning; Nonlinear system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004194684,0.00005052387,0.0001699402,0.00008806807,0.00001166245,0.000003343926,0.0002562693,0.0000454493,0.001683197],"category_scores_gemma":[0.00004167494,0.00004099786,0.0001475725,0.0001067378,0.000065081,0.00009668769,0.00006088485,0.00006847617,0.00001247276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001500273,"about_ca_system_score_gemma":0.000006032311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004053132,"about_ca_topic_score_gemma":0.0001114215,"domain_scores_codex":[0.9992,0.00007001312,0.0003976983,0.00007920276,0.0001850847,0.00006803427],"domain_scores_gemma":[0.9994965,0.0000495214,0.0003219147,0.00007757857,0.00001774214,0.00003672271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003634393,0.0005669664,0.6791506,0.000002378238,0.0009110139,0.000008667771,0.0004861969,0.08205331,0.1871627,0.004959968,0.0002359174,0.04409893],"study_design_scores_gemma":[0.000650429,0.0005226068,0.9017345,0.00000842935,0.0002793561,0.0000337624,0.0000726549,0.06490452,0.01186539,0.01799657,0.001783771,0.0001479884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882826,0.0000117902,0.008041327,0.0008537525,0.0001173621,0.00002162373,0.00004100646,0.000002062372,0.002628531],"genre_scores_gemma":[0.9982768,0.00003327927,0.001349826,0.0002753842,0.00002874835,1.8192e-7,0.00001107982,0.000001163074,0.00002356225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.222584,"threshold_uncertainty_score":0.9992294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411698836230676,"score_gpt":0.2897923465302947,"score_spread":0.2656753581679879,"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."}}