{"id":"W6902471063","doi":"10.71892/11143/156","title":"Assessment of urbanization, air pollution and water pollution as environmental risk factors of amyotrophic lateral sclerosis in New Brunswick","year":2025,"lang":"en","type":"other","venue":"USherbrooke-PROD","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Amyotrophic lateral sclerosis; Odds ratio; Confidence interval; Logistic regression; Odds; Air pollution; Residence; Population","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002457118,0.0004781194,0.001081752,0.0007783231,0.00005781993,0.00001638201,0.0001892118,0.0005791531,0.003933804],"category_scores_gemma":[0.00005283334,0.0003475916,0.0002235598,0.0003046397,0.0002497308,0.0001042084,0.0002149649,0.0005264547,0.00002616383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005205028,"about_ca_system_score_gemma":0.0006083299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03039662,"about_ca_topic_score_gemma":0.0008157191,"domain_scores_codex":[0.997112,0.0002181429,0.0007384464,0.0006776171,0.0007687183,0.0004850894],"domain_scores_gemma":[0.9988327,0.00002114604,0.0003270988,0.0005695882,0.00004246984,0.000206971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000435676,0.001202826,0.8516306,0.001890676,0.002994505,0.00002014296,0.0008221376,0.0006154358,0.1164095,0.001032329,0.02040161,0.002544648],"study_design_scores_gemma":[0.002438247,0.0005457691,0.9857165,0.0009985216,0.0007212119,0.000003258051,0.00002896205,0.0001521323,0.005131241,0.0001896336,0.003763539,0.0003109461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777948,0.001976082,0.000331134,0.0009685532,0.0002241855,0.00222975,0.0002002596,0.0001061124,0.01616907],"genre_scores_gemma":[0.8524829,0.002095094,0.0006798662,0.00009650657,0.0001335182,0.00001252212,0.0002320144,0.0001873673,0.1440803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.134086,"threshold_uncertainty_score":0.9998976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01314890822181415,"score_gpt":0.2568779973100462,"score_spread":0.243729089088232,"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."}}