{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0534445,0.0007576337,0.0007900756,0.002605344,0.006728596,0.01386887,0.004715969,0.01599057,0.01755313],"category_scores_gemma":[0.08085756,0.0009178162,0.0009439429,0.001095142,0.004301358,0.01209025,0.01317947,0.01808186,0.002247984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01981425,"about_ca_system_score_gemma":0.1134138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03932709,"about_ca_topic_score_gemma":0.0668322,"domain_scores_codex":[0.9722055,0.01201754,0.001498207,0.001806559,0.006026937,0.006445292],"domain_scores_gemma":[0.8725041,0.02690633,0.004610421,0.002005506,0.02841701,0.06555668],"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":[0.0002229649,0.003600352,0.02568467,0.002492029,0.00007311074,0.001181604,0.02390487,0.0006626068,0.001019537,0.0364434,0.2938876,0.6108271],"study_design_scores_gemma":[0.0004171437,0.001279412,0.03418627,0.01960774,0.000139031,0.001284616,0.08832598,0.001670697,0.001461449,0.04878782,0.8025929,0.0002468699],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01069532,0.008403503,0.003168351,0.9596065,0.004335196,0.0001654765,0.00004610762,0.00013202,0.01344751],"genre_scores_gemma":[0.4217131,0.04101633,0.04890242,0.4491304,0.007418022,0.001014694,0.0004774386,0.0001758187,0.03015171],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9606729,"threshold_uncertainty_score":0.2826449,"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."}}