{"id":"W7099466200","doi":"","title":"Holes in the Road to Consensus: The Infrastructure Deficit — How Much and Why?","year":2004,"lang":"en","type":"article","venue":"","topic":"Virology and Viral Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Revenue; Obstacle; Capital (architecture); Per capita; Transport infrastructure; Investment (military); Traffic congestion; Urban infrastructure","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":[0.007836479,0.000323442,0.0008634873,0.002635158,0.007028043,0.008942501,0.001960774,0.00466004,0.01580944],"category_scores_gemma":[0.02549331,0.0003858219,0.0005628481,0.002984379,0.01519591,0.01729991,0.008704721,0.005393725,0.002116399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01603399,"about_ca_system_score_gemma":0.01449988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09460051,"about_ca_topic_score_gemma":0.1102235,"domain_scores_codex":[0.9937989,0.00181804,0.0001891977,0.0005144677,0.001467305,0.002212167],"domain_scores_gemma":[0.9877617,0.002713529,0.001654015,0.0008751771,0.002972435,0.004023051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002192407,0.00008215244,0.0251058,0.001089376,0.0001518594,0.001505353,0.02870133,0.0008878462,0.0004013779,0.4383404,0.287117,0.2163982],"study_design_scores_gemma":[0.00007546349,0.0001005354,0.02105538,0.00206328,0.00009552488,0.0009270726,0.07227567,0.0006748646,0.0003067559,0.4482924,0.4540344,0.00009882428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.04482711,0.02197622,0.003856592,0.8608398,0.002118238,0.00005405699,0.0004905958,0.0001172398,0.06572021],"genre_scores_gemma":[0.9117544,0.01685525,0.001820886,0.05454266,0.001194014,0.00007631531,0.0003422848,0.0001456076,0.01326857],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09460051,"threshold_uncertainty_score":0.1880997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286652816836376,"score_gpt":0.2630127976076849,"score_spread":0.2501462694393212,"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."}}