{"id":"W2384372620","doi":"","title":"Combined application of management tools in improvement of effectiveness of infection control","year":2015,"lang":"en","type":"article","venue":"Zhongguo yiyuan ganranxue zazhi","topic":"Medical Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Catheter; Incidence (geometry); Bloodstream infection; Infection control; Quarter (Canadian coin); Intensive care medicine; Neurology; Emergency medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001020442,0.0001220991,0.000502853,0.0002410842,0.000009992624,0.000003067395,0.00007545884,0.00007486914,0.00001638134],"category_scores_gemma":[0.000257742,0.0001012448,0.00009136181,0.0003701931,0.0001066552,0.00006710781,0.0000393796,0.0001074873,0.000008960214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001374695,"about_ca_system_score_gemma":0.000091479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006198034,"about_ca_topic_score_gemma":0.00002161993,"domain_scores_codex":[0.9984125,0.0001109584,0.0004676915,0.0002064618,0.0005945159,0.0002078378],"domain_scores_gemma":[0.9989014,0.0001824189,0.0001870945,0.000320336,0.0002261914,0.000182522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008512011,0.004730061,0.7303742,0.005717013,0.0007790834,0.0000472444,0.0002351533,0.00008882518,0.09675352,0.003633163,0.000069168,0.1490605],"study_design_scores_gemma":[0.02711586,0.003776193,0.8235348,0.0007605114,0.0001752951,0.000002502429,0.0000679923,0.0005957492,0.142437,0.001282515,0.0001503565,0.0001011476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897735,0.00009132108,0.005396605,0.00004537269,0.00006501181,0.00204125,0.00001860439,0.00001375447,0.00255458],"genre_scores_gemma":[0.9994358,0.00005562633,0.0001630854,0.00001779888,0.00001388064,0.0001760263,0.00006358276,0.00001318414,0.00006104614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1489594,"threshold_uncertainty_score":0.4128643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02419954399783341,"score_gpt":0.3257203757350345,"score_spread":0.3015208317372011,"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."}}