{"id":"W2945567270","doi":"10.1016/j.ajic.2019.04.169","title":"Value of certification in infection prevention and control","year":2019,"lang":"en","type":"review","venue":"American Journal of Infection Control","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario","funders":"","keywords":"Certification; Medicine; Legislation; Infection control; Thematic analysis; Best practice; Health care; Nursing; Control (management); Medical education; Public relations; Qualitative research; Management; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00772181,0.0009353622,0.002801469,0.005137466,0.0005190272,0.002667491,0.00176765,0.003119774,0.005683026],"category_scores_gemma":[0.02192778,0.0005002441,0.001718303,0.004088377,0.002235422,0.002663073,0.00151918,0.003587689,0.0006731956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004040356,"about_ca_system_score_gemma":0.007215077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01166297,"about_ca_topic_score_gemma":0.01724466,"domain_scores_codex":[0.9961544,0.001263912,0.0005551674,0.0003798922,0.001461887,0.0001847653],"domain_scores_gemma":[0.9757115,0.01771019,0.002693648,0.0002772688,0.003100876,0.0005065542],"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":[0.0001547042,0.00006932697,0.0007143464,0.06021426,0.0005671766,0.00008193008,0.00009211243,0.000363334,0.0000980616,0.0130636,0.0385145,0.8860666],"study_design_scores_gemma":[0.0002028551,0.0003490708,0.006795084,0.2093186,0.002365885,0.0006907174,0.0002938886,0.0003987966,0.000215926,0.008458626,0.7708205,0.00009008434],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002625001,0.9987092,0.00002621428,0.0006643991,0.0002575192,0.000001897877,0.000006603969,0.00000111831,0.000306756],"genre_scores_gemma":[0.001287285,0.9973508,0.0001036956,0.0007542925,0.0003961667,0.000003921706,0.000009095016,7.064704e-7,0.00009408854],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01166297,"threshold_uncertainty_score":0.04083735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04157842902231743,"score_gpt":0.3868871799470431,"score_spread":0.3453087509247257,"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."}}