{"id":"W3096113148","doi":"10.1017/ice.2020.479","title":"Decreased Hospitalizations and Costs From Infection in Sixteen Nursing Homes in the SHIELD OC Regional Decolonization Initiative","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Bathing; Medicaid; Quarter (Canadian coin); Iodophor; Emergency medicine; Health care; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001125486,0.0002946474,0.0002179522,0.0002564855,0.0005129346,0.0004079564,0.000600272,0.0002893997,0.001242904],"category_scores_gemma":[0.001590661,0.0001847469,0.0003928592,0.0001891823,0.0003918697,0.0002527939,0.00124189,0.0004362813,0.00009366441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00181832,"about_ca_system_score_gemma":0.002895091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05609152,"about_ca_topic_score_gemma":0.1558086,"domain_scores_codex":[0.9992037,0.0002588775,0.00002926627,0.000113338,0.0001333791,0.0002614117],"domain_scores_gemma":[0.9989722,0.00007273126,0.0002870162,0.00004382106,0.0001369093,0.0004873839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002895074,0.005254401,0.9153696,0.0002248801,0.0002113451,0.0003818299,0.002879348,0.0004318597,0.005746648,0.0001789252,0.005282068,0.06114396],"study_design_scores_gemma":[0.0002015412,0.002833652,0.9925106,0.00003940944,0.00006399328,0.00006241348,0.001607257,0.0002836095,0.000616004,0.00002063123,0.001751622,0.000009221217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999175,0.00006192603,0.00004263515,0.00009915618,0.000006013045,0.00002992863,0.00012026,0.000005619299,0.0004594046],"genre_scores_gemma":[0.9981871,0.00007093402,0.000361939,0.0001930949,0.00001185966,0.00006956099,0.000311065,0.000002940784,0.000791421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05609152,"threshold_uncertainty_score":0.1115301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05112024388348026,"score_gpt":0.3768006769957994,"score_spread":0.3256804331123192,"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."}}