{"id":"W4411630370","doi":"10.36584/cjic.2023.002.01.67","title":"Evolving Education for Infection Prevention and Control Professionals","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Infection Control","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Infection control; Control (management); Health professionals; Medicine; Medical education; Computer science; Political science; Intensive care medicine; Health care; Artificial intelligence","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":[0.00129907,0.0001573813,0.0003985091,0.001204066,0.0004045707,0.0000680642,0.00002872993,0.0002040941,0.0001627502],"category_scores_gemma":[0.002385104,0.0001483975,0.0002283404,0.0004203535,0.00004964806,0.0003873468,0.000002831854,0.0003339836,0.00002427349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004956285,"about_ca_system_score_gemma":0.004158983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003186692,"about_ca_topic_score_gemma":0.007726992,"domain_scores_codex":[0.9984765,0.0001807221,0.0006419563,0.0001757058,0.0001843292,0.0003407681],"domain_scores_gemma":[0.9963592,0.0003133427,0.0004772784,0.0001253331,0.002112828,0.0006119984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004684787,0.0001305691,0.8828094,0.0005746554,0.0004067797,0.00001713604,0.0003047649,0.0003308353,0.002229506,0.001406646,0.0225457,0.08877552],"study_design_scores_gemma":[0.008216994,0.001461275,0.9371799,0.0007219012,0.000409041,0.000730617,0.00008678245,0.00517579,0.0001216792,0.001714656,0.04398665,0.0001946741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9158905,0.001103392,0.05373535,0.0145743,0.009631463,0.003935316,0.00004836947,0.0001466317,0.0009347294],"genre_scores_gemma":[0.9963698,0.00006162272,0.0001080483,0.001395522,0.001216503,0.0001697982,0.00001886433,0.00003111853,0.0006286697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08858085,"threshold_uncertainty_score":0.7377858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02251860645070618,"score_gpt":0.3492033604554096,"score_spread":0.3266847540047034,"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."}}