{"id":"W4401604605","doi":"10.24275/uama.128.10420","title":"Marco de resiliencia hidráulica urbana. Caso de aplicación Chihuahua, Méx.","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Water Resource Management and Quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Humanities; Art","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006630261,0.0004450062,0.0003650864,0.0001013669,0.0001903878,0.00007663056,0.0007224277,0.0003430366,0.01707559],"category_scores_gemma":[0.00002720525,0.0004045886,0.0002364556,0.00008920596,0.000281321,0.00007886126,0.001049043,0.0004281903,0.01665278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005380448,"about_ca_system_score_gemma":0.00002058759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001560003,"about_ca_topic_score_gemma":0.00118374,"domain_scores_codex":[0.9973788,0.00005236793,0.0003974095,0.000803269,0.0006236665,0.0007444786],"domain_scores_gemma":[0.9987366,0.00007155068,0.0001475034,0.0007350075,0.00000533037,0.00030404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008550796,0.0001003342,0.02966194,0.000168637,0.0002130426,0.0006643101,0.001078816,0.0002448979,0.0005700061,0.07255112,0.8650782,0.02958324],"study_design_scores_gemma":[0.0002157332,0.00005727059,0.02759741,0.00004323925,0.00008392904,0.00001336571,0.00003605121,0.0002843176,0.0001162048,0.02507482,0.9457623,0.0007153851],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005289074,0.00002695101,0.0003619754,0.0008604409,0.00007337582,0.0004419466,0.00002500305,0.0004066121,0.9925146],"genre_scores_gemma":[0.01428035,0.000062491,0.0005862181,0.001106392,0.0001759547,0.00002812115,0.00004760066,0.0001094121,0.9836035],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08068411,"threshold_uncertainty_score":0.9998406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02173787722758067,"score_gpt":0.2313810417590784,"score_spread":0.2096431645314977,"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."}}