{"id":"W4411766612","doi":"10.64252/vgzzs335","title":"Studying The Health Implications Of Metro Rail Or Highway Construction On Local Communities","year":2025,"lang":"en","type":"article","venue":"International Journal of Environmental Sciences","topic":"Public Health and Nutrition","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Environmental planning; Light rail; Business; Civil engineering; Light rail transit; Engineering; Construction engineering; Environmental science; Public transport","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":[0.0008380697,0.0001236926,0.000140175,0.0009019288,0.002156205,0.001985376,0.0006168178,0.0006497598,0.004250856],"category_scores_gemma":[0.002918746,0.00009268865,0.000284094,0.00121107,0.002641875,0.0007360241,0.002667771,0.0005955861,0.0002003297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002544006,"about_ca_system_score_gemma":0.003804328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05607891,"about_ca_topic_score_gemma":0.13131,"domain_scores_codex":[0.9984034,0.0007191287,0.00002709905,0.0001143384,0.0002204685,0.0005155581],"domain_scores_gemma":[0.9976853,0.0008245964,0.0006924357,0.0001192632,0.0003272825,0.0003511252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000171571,0.000651164,0.728917,0.0007935366,0.0001308942,0.004303004,0.06926206,0.003359107,0.002007451,0.0776573,0.004982466,0.1077644],"study_design_scores_gemma":[0.00001006011,0.0005340837,0.6508893,0.0005851093,0.0001411753,0.0009089871,0.2990495,0.001114931,0.001017992,0.009346267,0.0363513,0.00005126966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485354,0.0008212917,0.0005283143,0.002709124,0.0000423161,0.00004602661,0.0001669195,0.000005946804,0.04714474],"genre_scores_gemma":[0.9981744,0.0003962166,0.0001144332,0.0002058385,0.00001498912,0.00001143265,0.00002453434,9.281682e-7,0.001057109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05607891,"threshold_uncertainty_score":0.111505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05116103436802199,"score_gpt":0.3726882795521212,"score_spread":0.3215272451840993,"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."}}