{"id":"W2730723424","doi":"10.2788/20903","title":"Harmonising and integrating existing exposure factors systems world-wide: feasibility study report","year":2014,"lang":"en","type":"article","venue":"Joint Research Centre (European Commission)","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.03205175,0.0007249055,0.000717948,0.00197562,0.001106839,0.002542638,0.001763137,0.001095026,0.00289403],"category_scores_gemma":[0.02723474,0.0004611102,0.001042004,0.002354081,0.0008796251,0.004436578,0.003905504,0.0005914947,0.0009522612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001563002,"about_ca_system_score_gemma":0.004793138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01135259,"about_ca_topic_score_gemma":0.006042594,"domain_scores_codex":[0.9744306,0.01541086,0.002478319,0.001670337,0.004915107,0.001094755],"domain_scores_gemma":[0.9839782,0.005353856,0.001443084,0.003792622,0.004873721,0.0005585583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004565768,0.01173887,0.3405417,0.002611308,0.0006713636,0.001063131,0.01126283,0.03759971,0.03778623,0.007123346,0.006937671,0.5380981],"study_design_scores_gemma":[0.001611248,0.03635745,0.6501918,0.0007170005,0.001440054,0.001952958,0.0511581,0.06010982,0.1023242,0.006729539,0.08686999,0.0005377973],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9165948,0.0002981654,0.06137175,0.0005395895,0.00003658814,0.006583932,0.00373993,0.0004471159,0.01038806],"genre_scores_gemma":[0.8375071,0.0002341537,0.1494522,0.0001694811,0.00002613742,0.003631862,0.006534477,0.0001057626,0.002338718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03205175,"threshold_uncertainty_score":0.1695079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2563906702343259,"score_gpt":0.405036562990141,"score_spread":0.1486458927558151,"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."}}