{"id":"W157277757","doi":"10.1111/j.1750-2659.2011.00208.x","title":"Speaker Manuscripts","year":2011,"lang":"en","type":"article","venue":"Influenza and Other Respiratory Viruses","topic":"Respiratory viral infections research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Center for Research Resources","keywords":"Citation; Computer science; Library science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003357546,0.0002151899,0.0002709481,0.0003038749,0.0001408886,0.00004524222,0.0001091108,0.000143275,0.001927276],"category_scores_gemma":[0.0001291065,0.0001748079,0.00008245964,0.0002553179,0.0003233309,0.0002225776,0.00007572423,0.0002691615,0.0008636258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004259555,"about_ca_system_score_gemma":0.00009042083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001992039,"about_ca_topic_score_gemma":0.00004256612,"domain_scores_codex":[0.9985246,0.0001016687,0.0003762351,0.0003594872,0.0002824392,0.0003555497],"domain_scores_gemma":[0.9990158,0.000029273,0.00007310809,0.0004962566,0.00009817562,0.0002873699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003928519,0.0001581644,0.980437,0.00005676448,0.00008150188,0.0001002352,0.0003511791,2.099034e-7,0.01180742,0.001714786,0.001674951,0.003224905],"study_design_scores_gemma":[0.0009871578,0.0005261511,0.1369779,0.00004461214,0.00003183243,0.00003105615,0.00005596499,0.000001370882,0.01842653,0.0002198565,0.842525,0.0001725294],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9148375,0.001456033,0.0000329341,0.000003308905,0.00009225171,0.0003518926,0.000007388373,0.0001642497,0.08305449],"genre_scores_gemma":[0.4732703,0.000003395952,0.0006345166,0.5249296,0.0005045515,0.0001399561,1.413507e-7,0.0001719041,0.0003456077],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8434591,"threshold_uncertainty_score":0.9999143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3811901252940946,"score_gpt":0.4221867024036124,"score_spread":0.04099657710951782,"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."}}