{"id":"W2037769196","doi":"10.7748/ns2001.06.15.39.33.c3040","title":"Coughs and colds: nurse management of upper respiratory tract infection","year":2001,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Upper respiratory tract infection; Medicine; Respiratory tract infections; Respiratory tract; Nursing; Minor (academic); Health care; Intensive care medicine; Respiratory system; Internal medicine; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.0001436607,0.00009272942,0.0001686709,0.00005896212,0.0001251938,0.000007422308,0.00004271371,0.0001253668,0.0001299489],"category_scores_gemma":[0.000005062383,0.00008209074,0.00003868763,0.00009279096,0.0002890937,0.00005393082,0.000005997836,0.0001059069,0.00001810331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005371568,"about_ca_system_score_gemma":0.00001990179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001139184,"about_ca_topic_score_gemma":0.000003735593,"domain_scores_codex":[0.9993992,0.00005107738,0.000168157,0.0001672283,0.0000403064,0.0001740346],"domain_scores_gemma":[0.9997081,0.000019461,0.00007229297,0.0001442054,0.00004211953,0.00001378498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003984617,0.001641284,0.4304536,0.0005609146,0.0008383708,0.0001108378,0.00352753,0.00001650714,0.1340961,0.03595691,0.04347393,0.3453395],"study_design_scores_gemma":[0.004228962,0.0009231636,0.6375283,0.002106071,0.0002943638,0.000108103,0.001943514,0.000002008938,0.04414469,0.001302902,0.3070428,0.0003750894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774303,0.004639304,0.001025644,0.0001601152,0.0005854009,0.0001555989,0.00001701893,0.0000437113,0.01594295],"genre_scores_gemma":[0.997723,0.0004839078,0.0001253814,0.00005084924,0.0000167962,0.000001297784,0.000005328485,0.000009665106,0.0015838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3449644,"threshold_uncertainty_score":0.3347563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01089131961939388,"score_gpt":0.2795795630069179,"score_spread":0.2686882433875241,"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."}}