{"id":"W4392618131","doi":"10.7818/ecos.2655","title":"Retos y oportunidades para la evaluación del estado ecológico en rios temporales","year":2024,"lang":"es","type":"article","venue":"Ecosistemas","topic":"Water Resource Management and Quality","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Political science","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":[0.003975448,0.0009609262,0.000779143,0.002771183,0.0009146677,0.002080572,0.001076117,0.0007217185,0.0023685],"category_scores_gemma":[0.005764402,0.0004724291,0.001128483,0.003823703,0.001255023,0.00141848,0.001532867,0.0007350561,0.0004718775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001639487,"about_ca_system_score_gemma":0.001299623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02062215,"about_ca_topic_score_gemma":0.04348319,"domain_scores_codex":[0.9969854,0.0008495274,0.0002213105,0.0006191517,0.001136113,0.0001885655],"domain_scores_gemma":[0.9946737,0.001316838,0.001632005,0.0004097068,0.001748586,0.0002191969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006966345,0.0001198701,0.7858777,0.001723372,0.0006407552,0.0005735242,0.005317494,0.005606818,0.04487505,0.002296566,0.001024602,0.1512476],"study_design_scores_gemma":[0.00001550596,0.0005995752,0.9551986,0.0004133352,0.000543408,0.0005159157,0.006180184,0.007723141,0.01076267,0.002621885,0.01530064,0.0001250533],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.944655,0.006229162,0.03394232,0.0002361413,0.0001438961,0.0003377794,0.001815658,0.0002182526,0.01242173],"genre_scores_gemma":[0.9564238,0.003188104,0.03256066,0.0001128033,0.00007333251,0.000593032,0.001170909,0.0001230461,0.005754426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02062215,"threshold_uncertainty_score":0.04100424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03275384077868462,"score_gpt":0.3045310218829311,"score_spread":0.2717771811042465,"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."}}