{"id":"W4399200843","doi":"10.1139/er-2023-0135","title":"Ecological carrying capacity assessment incorporating ecosystem service flows","year":2024,"lang":"en","type":"article","venue":"Environmental Reviews","topic":"Water Resources and Sustainability","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Carrying capacity; Environmental resource management; Ecosystem services; Ecology; Environmental science; Ecosystem; Biology","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":["insufficient_payload"],"category_scores_codex":[0.001245245,0.0002887727,0.0003703632,0.00002399204,0.0002439015,0.000119407,0.0003116357,0.00009901555,0.002813267],"category_scores_gemma":[0.0000192552,0.0002122818,0.0001890112,0.0002026602,0.00005596974,0.0002983189,0.0004686098,0.0003397622,0.002992347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001960311,"about_ca_system_score_gemma":0.000008634592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001393059,"about_ca_topic_score_gemma":0.0004600777,"domain_scores_codex":[0.99762,0.0003648823,0.0005707411,0.0006762004,0.0003702903,0.0003978735],"domain_scores_gemma":[0.9992359,0.00006220983,0.00009885304,0.0004139064,3.399283e-7,0.0001888374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000033082,0.00171372,0.4958191,0.00235567,0.0001652302,0.0007092918,0.006474318,0.008136892,0.07441725,0.000908831,0.007644369,0.4016222],"study_design_scores_gemma":[0.0001373783,0.00009789108,0.03834058,0.0001112786,0.00004205705,0.00004741945,0.0003208981,0.04431015,0.0001442305,0.001121396,0.9148691,0.0004576411],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908805,0.001199589,0.0007492569,0.0004835264,0.0002164487,0.0009643431,0.00001665117,0.00009786295,0.005391762],"genre_scores_gemma":[0.9964205,0.0002344673,0.002507611,0.0003230188,0.00008989778,0.0001675181,0.00002285153,0.00002509593,0.0002090321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9072247,"threshold_uncertainty_score":0.9980983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411830872484646,"score_gpt":0.2546084652727058,"score_spread":0.2304901565478593,"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."}}