{"id":"W2039052248","doi":"10.1086/502589","title":"Modeling Transmission of Methicillin-Resistant<i>Staphylococcus Aureus</i>Among Patients Admitted to a Hospital","year":2005,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Sunnybrook Health Science Centre; Mount Sinai Hospital; Health Sciences Centre; Lunenfeld-Tanenbaum Research Institute; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Methicillin-resistant Staphylococcus aureus; Transmission (telecommunications); Emergency medicine; Staphylococcus aureus; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001183788,0.0008183877,0.000629415,0.0005429553,0.0004712653,0.0009809331,0.001329415,0.001785978,0.002947534],"category_scores_gemma":[0.005764505,0.0006962771,0.001184231,0.0004731531,0.0004667953,0.0005428399,0.0007055182,0.0009078865,0.0003115608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002133613,"about_ca_system_score_gemma":0.002750684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05540311,"about_ca_topic_score_gemma":0.02078291,"domain_scores_codex":[0.9993047,0.0003461148,0.00004060712,0.000106049,0.00005496266,0.0001475923],"domain_scores_gemma":[0.9962004,0.002682684,0.0005484596,0.00009638906,0.0002490407,0.0002230618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000130792,0.0001561523,0.02410649,0.00003044429,0.0001174832,0.0002300385,0.0001251165,0.9718565,0.0003143477,0.0009293935,0.0003183368,0.001684809],"study_design_scores_gemma":[0.00004570913,0.0001073848,0.002330515,0.00001520709,0.00003597207,0.00006982365,0.00006865276,0.996344,0.0001104259,0.0006597966,0.0002027252,0.000009696906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677221,0.0002724837,0.02632637,0.0006914827,0.0000485685,0.0001241128,0.0008247902,0.0001491059,0.003841028],"genre_scores_gemma":[0.993058,0.0001563253,0.004607981,0.0001051146,0.00001707999,0.00009447796,0.0004325219,0.00001873203,0.001509805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05540311,"threshold_uncertainty_score":0.1101612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02091112538058746,"score_gpt":0.310743082800895,"score_spread":0.2898319574203075,"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."}}