{"id":"W4404141882","doi":"10.1080/14615517.2024.2414161","title":"On the underestimation of the significance of environmental impacts in Peru: an approach using homogeneous units","year":2024,"lang":"en","type":"article","venue":"Impact Assessment and Project Appraisal","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dillon Consulting","funders":"Agencia Nacional de Investigación y Desarrollo","keywords":"Homogeneous; Environmental science; Environmental protection; Environmental planning; Environmental resource management; Geography; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0006228785,0.0002396129,0.0002261988,0.00006735979,0.000144462,0.00006826585,0.0002729787,0.00008887404,0.0002020598],"category_scores_gemma":[0.00003522596,0.0001352915,0.00008542889,0.000502736,0.0004656997,0.00038112,0.0001665663,0.0002725184,0.000002386321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003717298,"about_ca_system_score_gemma":0.0001283499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001092378,"about_ca_topic_score_gemma":0.00005002801,"domain_scores_codex":[0.9981808,0.0003685817,0.0003166942,0.0002906091,0.0005424843,0.0003008375],"domain_scores_gemma":[0.9991381,0.0003516521,0.000147135,0.0002888248,0.000002633908,0.00007162155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001657466,0.001517537,0.6257622,0.0001624064,0.000183237,0.00001159523,0.01297357,0.01471389,0.3289596,0.002813576,0.0002165779,0.01252],"study_design_scores_gemma":[0.0004427653,0.0005319615,0.9252441,0.0001004218,0.0000672039,0.00002392311,0.003543386,0.06529991,0.003687946,0.0007253871,0.00003213906,0.0003008874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965107,0.0000714866,0.0002717738,0.00006373724,0.0001076029,0.0007335054,0.00008879205,0.000013634,0.002138786],"genre_scores_gemma":[0.9994066,0.00003202909,0.0004144621,0.00002991882,0.00002697586,0.00002268134,0.00001611572,0.00002474586,0.00002651496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3252717,"threshold_uncertainty_score":0.5517026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04631559242876903,"score_gpt":0.3758964765612073,"score_spread":0.3295808841324382,"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."}}