{"id":"W4323567058","doi":"10.3389/fneur.2023.1108383","title":"Urbanization, air pollution, and water pollution: Identification of potential environmental risk factors associated with amyotrophic lateral sclerosis using systematic reviews","year":2023,"lang":"en","type":"review","venue":"Frontiers in Neurology","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stan Cassidy Foundation; Saint John Regional Hospital; Université de Sherbrooke","funders":"Canadian Institutes of Health Research; Fondation de la recherche en santé du Nouveau-Brunswick; Université de Moncton; Université de Sherbrooke","keywords":"Urbanization; Environmental health; Air pollution; Pollution; Environmental science; Environmental protection; Medicine; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008203744,0.001439963,0.005002138,0.0164154,0.0005166644,0.002570947,0.001396722,0.001364751,0.002595073],"category_scores_gemma":[0.0369083,0.0008058226,0.005199966,0.0170483,0.0006661215,0.002201797,0.001491518,0.0008201891,0.0002308767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002516062,"about_ca_system_score_gemma":0.0104005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008147373,"about_ca_topic_score_gemma":0.02072155,"domain_scores_codex":[0.9929014,0.002448152,0.002733295,0.0006259286,0.001079137,0.0002120958],"domain_scores_gemma":[0.9676774,0.02501159,0.004797999,0.0004056236,0.001882401,0.0002249106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009218665,0.00001268648,0.002807955,0.9378918,0.008104635,0.0001571783,0.0002901018,0.0001569535,0.0001794208,0.000420193,0.00149737,0.04838944],"study_design_scores_gemma":[0.00009665108,0.0001356146,0.01230713,0.9035805,0.05750414,0.0005932604,0.0005282541,0.0001577067,0.0002392436,0.00066642,0.02414718,0.00004392089],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001170391,0.9976427,0.0001595497,0.0002940882,0.00008342343,0.0001218453,0.0003049701,0.000006561467,0.0002164126],"genre_scores_gemma":[0.01236909,0.9861856,0.0006156809,0.0002572271,0.00006165532,0.0002318019,0.0002068207,0.000003216032,0.00006895282],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0164154,"threshold_uncertainty_score":0.04338604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06288053198352896,"score_gpt":0.2837149448145319,"score_spread":0.220834412831003,"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."}}