{"id":"W2508516652","doi":"10.1164/rccm.201511-2288pp","title":"Systems Biology and Clinical Practice in Respiratory Medicine: The Twain Shall Meet","year":2016,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Medicine; Respiratory Medicine; Intensive care medicine; Pulmonary medicine; MEDLINE; Respiratory system; Clinical Practice; Family medicine; Internal medicine; Biology; Surgery","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":[0.02351621,0.001504742,0.002534754,0.00228612,0.002791545,0.01055131,0.002552573,0.01738619,0.01469122],"category_scores_gemma":[0.03721391,0.0007298868,0.001452176,0.001581225,0.01492872,0.01876978,0.01116253,0.03379596,0.007854206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00413878,"about_ca_system_score_gemma":0.0103517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00280844,"about_ca_topic_score_gemma":0.004599371,"domain_scores_codex":[0.9906906,0.004311089,0.0008511124,0.00115811,0.00246919,0.0005198828],"domain_scores_gemma":[0.9554292,0.02517983,0.001446707,0.003227023,0.007116572,0.007600701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006779529,0.0001241843,0.0007167671,0.001194668,0.00008229574,0.0004420113,0.001959577,0.0004134262,0.0006701591,0.1093783,0.674373,0.2105779],"study_design_scores_gemma":[0.00003302143,0.0000968891,0.0004596467,0.001946458,0.00002105068,0.0008148744,0.001126513,0.0005400171,0.0001062794,0.1523587,0.8424475,0.00004909258],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0002883462,0.1389284,0.007493149,0.8166745,0.03239737,0.00002729127,0.00003281887,0.0001052114,0.004052965],"genre_scores_gemma":[0.02284828,0.3476916,0.02922858,0.4159805,0.15424,0.000297333,0.000132578,0.0004204939,0.02916068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02351621,"threshold_uncertainty_score":0.1243671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02979974501056368,"score_gpt":0.4031439282020235,"score_spread":0.3733441831914598,"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."}}