{"id":"W4321615194","doi":"10.1186/s12877-023-03766-9","title":"IMpleMenting Effective infection prevention and control in ReSidential aged carE (IMMERSE): protocol for a multi-level mixed methods implementation study","year":2023,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Psychological intervention; Best practice; Infection control; Protocol (science); Nursing; Stakeholder; Family medicine; Alternative medicine; Public relations; Intensive care 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004647593,0.0002227654,0.0003951569,0.0006279002,0.0009056895,0.00004250161,0.00007452011,0.0001707717,0.00003575009],"category_scores_gemma":[0.0005066865,0.0002248571,0.0001216387,0.0009274208,0.00001394901,0.0001915828,0.0001303796,0.0002615352,0.000009031713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003342662,"about_ca_system_score_gemma":0.0002718479,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002988691,"about_ca_topic_score_gemma":0.03346046,"domain_scores_codex":[0.995033,0.002698096,0.0008581538,0.000489306,0.0002206702,0.0007007802],"domain_scores_gemma":[0.9978729,0.001085562,0.0005033354,0.0001963641,0.0002685608,0.00007328162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00132249,0.0002964007,0.8433185,0.002395896,0.0000953488,0.000003395,0.03799891,0.00002502837,0.001977718,0.00003183824,0.003749292,0.1087852],"study_design_scores_gemma":[0.02235045,0.0006430952,0.903743,0.0000551254,0.0001566711,4.289535e-7,0.07125293,0.0004084612,0.0001209937,0.00013064,0.0009332535,0.0002049295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6024753,0.00001824157,0.07946784,0.00003355638,0.001142757,0.316588,0.00007504043,0.0001799996,0.00001920625],"genre_scores_gemma":[0.5162392,0.000003099178,0.01189965,0.0000138508,0.0003296474,0.4712003,0.0001473431,0.00004824294,0.0001186159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1546123,"threshold_uncertainty_score":0.9841763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1632808213610363,"score_gpt":0.5695179293263561,"score_spread":0.4062371079653199,"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."}}