{"id":"W4406564752","doi":"10.1016/j.ypdi.2015.12.013","title":"10.1016/j.ypdi.2015.12.013","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Pneumonia; Pathogen; Hospital-acquired pneumonia; Hospital readmission; Intensive care medicine; Emergency medicine; Internal medicine; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006662796,0.0009555403,0.0004552048,0.001608707,0.0008289006,0.002677521,0.0009765527,0.002887701,0.8717335],"category_scores_gemma":[0.001618772,0.0003595234,0.0005231395,0.0007465204,0.0007245102,0.002062495,0.001266947,0.001563824,0.8212745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000894576,"about_ca_system_score_gemma":0.001233565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002208207,"about_ca_topic_score_gemma":0.001929881,"domain_scores_codex":[0.9996767,0.00002955732,0.00003066922,0.00008100615,0.00008919291,0.0000929911],"domain_scores_gemma":[0.9988502,0.0001722497,0.000161562,0.0000597111,0.0002188107,0.0005373758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002714624,0.0003397957,0.01081025,0.0005295594,0.00004289765,0.0006391027,0.0001481444,0.0001926798,0.000633819,0.00410377,0.325879,0.6564096],"study_design_scores_gemma":[0.00006627977,0.0001394493,0.009511948,0.00131608,0.00004977541,0.005219053,0.0004372699,0.0003002723,0.0005032991,0.004740722,0.9776814,0.00003445081],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008603642,0.01737596,0.003111219,0.01330226,0.004042748,0.0001328856,0.004069512,0.002168169,0.9471935],"genre_scores_gemma":[0.02899723,0.007846395,0.002688664,0.003931288,0.00163975,0.0001132914,0.002884496,0.0004135833,0.9514853],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1282665,"threshold_uncertainty_score":0.1829565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008362378776589265,"score_gpt":0.2236515836109388,"score_spread":0.2152892048343495,"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."}}