{"id":"W4411598068","doi":"10.36584/cjic.2021.003.03.138.140","title":"The PPE spotter role: Supporting best practice in acute and long-term care","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Infection Control","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Term (time); Acute care; Medical emergency; Business; Medicine; Nursing; Political science; Health care","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006080657,0.00008206734,0.0001918753,0.0001555613,0.0006646825,0.00006371169,0.00004811029,0.0001090832,0.0001248164],"category_scores_gemma":[0.001048527,0.00006413889,0.00006352606,0.0001842768,0.00003487478,0.0002148725,0.000006979897,0.0006445208,0.00001332276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003054377,"about_ca_system_score_gemma":0.002337481,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007472172,"about_ca_topic_score_gemma":0.2575379,"domain_scores_codex":[0.9985893,0.0003888958,0.0004741441,0.00009155711,0.000101612,0.0003544873],"domain_scores_gemma":[0.9978435,0.0005947755,0.0004014277,0.0001063853,0.000753464,0.0003004709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008172401,0.00001175149,0.9343888,0.00003784257,0.000103841,0.0008334522,0.007362321,0.000009610731,0.0001183725,0.00005292824,0.003298167,0.05370123],"study_design_scores_gemma":[0.003122551,0.0002423187,0.8597628,0.0003814262,0.0003173329,0.001091299,0.01984989,0.00001063715,0.00003774661,0.00007438619,0.1149503,0.0001592591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748399,0.007102952,0.0001340878,0.0124037,0.002878931,0.0002249204,0.00001250923,0.000005039017,0.002397971],"genre_scores_gemma":[0.9977825,0.0004266366,0.00001731469,0.0008857686,0.000519691,0.000006138889,0.000003255653,0.00001107984,0.0003476729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2500657,"threshold_uncertainty_score":0.9991372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01053491570065745,"score_gpt":0.3490340178800678,"score_spread":0.3384991021794103,"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."}}