{"id":"W2069137101","doi":"10.1007/s11908-008-0070-3","title":"Infectious diseases: A global human resource challenge","year":2008,"lang":"en","type":"article","venue":"Current Infectious Disease Reports","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Intensive care medicine; Medicine; Virology; Business","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001560069,0.0005522227,0.0007434508,0.0001748275,0.0006230941,0.00006371984,0.0001108921,0.0001343038,0.0004994562],"category_scores_gemma":[0.0004425657,0.0005242672,0.0008888987,0.0004878718,0.0001677253,0.0001796321,0.000145943,0.0003703988,0.0001243733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007951452,"about_ca_system_score_gemma":0.0007234921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007023228,"about_ca_topic_score_gemma":0.00001611296,"domain_scores_codex":[0.9961498,0.0001190604,0.0008439283,0.001075134,0.0009803267,0.0008317957],"domain_scores_gemma":[0.99571,0.00004371428,0.0004935241,0.00135045,0.0003240606,0.002078283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001721589,0.003651063,0.9592381,0.0004903449,0.0002751061,0.008548538,0.00004759166,0.00003196684,0.000009365236,0.0005832338,0.01747999,0.009472616],"study_design_scores_gemma":[0.003513075,0.0004826928,0.7611522,0.0003942699,0.001845792,0.002713657,0.00002298335,0.00008110677,0.000002687046,0.002564529,0.226437,0.0007900101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467404,0.02453012,0.0001230852,0.000318838,0.001419864,0.001528023,0.0001249545,0.001294254,0.0239204],"genre_scores_gemma":[0.9961196,0.0007938187,0.000001699333,0.0003870355,0.001405342,0.0004043443,0.0003209265,0.00006851857,0.0004986986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.208957,"threshold_uncertainty_score":0.9997209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841729296296222,"score_gpt":0.2994499629448782,"score_spread":0.281032669981916,"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."}}