{"id":"W4412932980","doi":"10.31893/multiscience.2026104","title":"Methodology for the sustainable management of ecosystem resources towards livelihoods in the Andean area, through ecosystem-based adaptation","year":2025,"lang":"en","type":"article","venue":"Multidisciplinary Science Journal","topic":"Sustainable Agricultural Systems Analysis","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Escuela Superior Politécnica de Chimborazo","keywords":"Livelihood; Ecosystem; Adaptation (eye); Environmental resource management; Ecosystem management; Business; Ecosystem services; Environmental planning; Ecosystem-based management; Geography; Ecology; Environmental science; Agriculture","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007013798,0.0009169168,0.0004998776,0.004455369,0.00216654,0.004583557,0.002046319,0.001311005,0.01062172],"category_scores_gemma":[0.009556818,0.0003846703,0.001913968,0.003296805,0.003396454,0.003019641,0.00304898,0.00159825,0.001444542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002982667,"about_ca_system_score_gemma":0.006304651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005013304,"about_ca_topic_score_gemma":0.006804557,"domain_scores_codex":[0.9956398,0.002821082,0.0002842902,0.0005130402,0.0005774546,0.0001643791],"domain_scores_gemma":[0.9955338,0.002811663,0.0003351663,0.0005124072,0.0006815088,0.0001253511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003764787,0.0001931582,0.002949081,0.0009039739,0.00009449197,0.0005950975,0.01059654,0.01058154,0.002086065,0.7942482,0.006455963,0.1712583],"study_design_scores_gemma":[0.00007038754,0.0001356398,0.00368356,0.001303893,0.0001274289,0.0008460698,0.01375173,0.04914109,0.002938377,0.6189818,0.3089526,0.00006740932],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006424746,0.0004142524,0.9612108,0.001536706,0.0001138502,0.001416736,0.0005588971,0.0002935616,0.0280304],"genre_scores_gemma":[0.05448122,0.0003620483,0.9365283,0.0001639863,0.00002035197,0.002117551,0.0005740069,0.00008171418,0.005670918],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01062172,"threshold_uncertainty_score":0.03709292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0405645296166469,"score_gpt":0.3134924525208338,"score_spread":0.2729279229041869,"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."}}