{"id":"W4386953753","doi":"10.21203/rs.3.rs-3295414/v1","title":"Infection Point of Care Tests (POCT) in simulated vignettes can improve the education of Antibiotic Stewardship Programmes. An observational comparative study of Clinicians vs Medical Students","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Point-of-care testing; Medicine; Observational study; Antibiotics; Intensive care medicine; Community-acquired pneumonia; Pneumonia; Emergency medicine; Internal medicine; Pathology","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":[0.006105013,0.0003754621,0.0004929902,0.000609908,0.0006642991,0.001135285,0.0007545301,0.001394843,0.004443304],"category_scores_gemma":[0.06525861,0.0005126474,0.0006440992,0.0005651555,0.0006421969,0.001253968,0.001040514,0.001363274,0.0007825441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001265788,"about_ca_system_score_gemma":0.001540364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002147614,"about_ca_topic_score_gemma":0.002509908,"domain_scores_codex":[0.9901052,0.008018835,0.0004003266,0.0005276985,0.0005885632,0.0003593151],"domain_scores_gemma":[0.9625019,0.02600653,0.006488797,0.001182656,0.001126384,0.002693767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04106596,0.1307401,0.6425073,0.002375009,0.0008596208,0.001114138,0.01656352,0.00704809,0.003493631,0.001858101,0.01082609,0.1415484],"study_design_scores_gemma":[0.005502414,0.09492885,0.8489575,0.000927822,0.0005084993,0.001160174,0.01024665,0.02287124,0.00392846,0.00282812,0.007800868,0.0003393689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997677,0.0001148222,0.0007416003,0.0002524904,0.00003750505,0.000378866,0.0002171132,0.00001634254,0.0005643108],"genre_scores_gemma":[0.9967871,0.0001329454,0.001986332,0.0001398842,0.00002683767,0.0004282932,0.0002833619,0.000003664672,0.0002116656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006105013,"threshold_uncertainty_score":0.03228682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1340236231109297,"score_gpt":0.4807491137839704,"score_spread":0.3467254906730406,"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."}}