{"id":"W2802222553","doi":"10.1111/nph.15145","title":"Ecosystem thresholds, tipping points, and critical transitions","year":2018,"lang":"en","type":"article","venue":"New Phytologist","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"New Phytologist Trust","keywords":"Tipping point (physics); Ecosystem; Ecology; Environmental science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001358082,0.00009948516,0.0001264764,0.00001740433,0.0002435138,0.00004608624,0.0001511341,0.00006915149,0.0006779403],"category_scores_gemma":[0.00004154974,0.00008283686,0.00003070237,0.0001119667,0.0004067183,0.0001317914,0.00007807337,0.00008102161,0.0004871044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004381171,"about_ca_system_score_gemma":0.00001138411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001899594,"about_ca_topic_score_gemma":0.00358691,"domain_scores_codex":[0.999127,0.00003198484,0.0001561703,0.0003043885,0.0001279982,0.0002524217],"domain_scores_gemma":[0.9995713,0.00004821807,0.00002697092,0.0001983304,0.000007421948,0.000147813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000138801,0.0005620731,0.6834629,0.0003666663,0.00007485528,0.0002525726,0.003754316,0.0003809165,0.03936965,0.1781398,0.05423452,0.03926298],"study_design_scores_gemma":[0.003288564,0.002048605,0.5525624,0.0007662714,0.0001766525,0.002301692,0.002123758,0.1703312,0.006496536,0.07496661,0.1820272,0.002910506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9100901,0.0001578394,0.01275658,0.005858199,0.000448667,0.0002082235,0.000027607,0.0001003344,0.07035246],"genre_scores_gemma":[0.9971599,0.00001371511,0.00218795,0.0002595404,0.0001343117,0.000004725419,0.000001586878,0.000007402451,0.000230893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1699503,"threshold_uncertainty_score":0.7422971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01320818240707814,"score_gpt":0.2548517375275192,"score_spread":0.241643555120441,"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."}}