{"id":"W3205771888","doi":"10.3389/fonc.2021.757875","title":"Associations Between the Density of Oil and Gas Infrastructure and the Incidence, Stage and Outcomes of Solid Tumours: A Population-Based Geographic Analysis","year":2021,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Calgary","funders":"","keywords":"Incidence (geometry); Stage (stratigraphy); Population; Population density; Internal medicine; Medicine; Demography; Oncology; Environmental health; Biology; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000412226,0.0002433115,0.0001887292,0.001366803,0.0004474837,0.0006608189,0.0005884725,0.0002122667,0.001646242],"category_scores_gemma":[0.001193512,0.0002058497,0.0004837075,0.002771079,0.0004282278,0.0002197295,0.0005458315,0.0002788885,0.0001316789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002296394,"about_ca_system_score_gemma":0.001935019,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5728841,"about_ca_topic_score_gemma":0.6574013,"domain_scores_codex":[0.9996107,0.00005367149,0.00002968454,0.0000828,0.0001313096,0.0000918497],"domain_scores_gemma":[0.9991605,0.00009689127,0.0003763068,0.00005406787,0.0001812636,0.00013093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000250288,0.000006098603,0.9986213,0.000008244944,0.00004701115,0.00002814506,0.00005237301,0.0001691708,0.0000647067,0.00002063835,0.000140429,0.0008167241],"study_design_scores_gemma":[0.000002163084,0.0000136,0.9992908,0.000004225575,0.00002802581,0.00004914416,0.0001568085,0.0002359138,0.00001408921,0.0000142171,0.0001888929,0.000001984442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964289,0.0003166179,0.0002124158,0.00007524352,0.000003698092,0.00001604742,0.002125536,0.00001136781,0.0008102102],"genre_scores_gemma":[0.9983296,0.0001359476,0.0001635212,0.00001326806,0.00000566788,0.000009111533,0.001152102,0.000001993727,0.0001887121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5728841,"threshold_uncertainty_score":0.8592626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003918501497885312,"score_gpt":0.2295230059520902,"score_spread":0.2256045044542049,"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."}}