{"id":"W7057970144","doi":"","title":"Long-term exposure to ambient PM<sub>2.5</sub> and population health: evidence from linked census data","year":2024,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Census; Population; Sample (material); Data collection; Identification (biology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001219937,0.0003363823,0.0004356488,0.001021744,0.0003582774,0.001166899,0.000875237,0.001049438,0.005026253],"category_scores_gemma":[0.005441365,0.0006085949,0.001235231,0.0034075,0.0003177892,0.0008044898,0.001117607,0.0008122405,0.0009747634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007508697,"about_ca_system_score_gemma":0.00084515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1616342,"about_ca_topic_score_gemma":0.1599673,"domain_scores_codex":[0.9987848,0.0004058107,0.000172961,0.0002270286,0.0002323766,0.0001768988],"domain_scores_gemma":[0.9956262,0.0009558319,0.001714961,0.0005107724,0.0007000579,0.0004922412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005476904,0.00009050242,0.9828501,0.0006403329,0.001603963,0.00007492175,0.0002641585,0.0002860274,0.0001934152,0.0001876501,0.00517951,0.008081662],"study_design_scores_gemma":[0.00001399055,0.00003541686,0.9974732,0.0001289399,0.0002833961,0.0000268108,0.0001976694,0.00008375919,0.0000382968,0.00004952842,0.001661063,0.000008054009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8485291,0.02124804,0.000758089,0.002343343,0.0004719477,0.00007941448,0.1174941,0.00007268797,0.009003321],"genre_scores_gemma":[0.9704771,0.006904556,0.0003912261,0.0005099383,0.0001653399,0.00009619361,0.01902674,0.00002384149,0.002405112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1616342,"threshold_uncertainty_score":0.3213868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04877313826468193,"score_gpt":0.3258371350123792,"score_spread":0.2770639967476972,"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."}}