{"id":"W3160856436","doi":"10.1093/fampra/cmab030","title":"Antibiotic prescribing for respiratory tract infection: exploring drivers of cognitive effort and factors associated with inappropriate prescribing","year":2021,"lang":"en","type":"article","venue":"Family Practice","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Medical Research Council","keywords":"Medicine; Psychological intervention; Otitis; Intensive care medicine; Cognition; Formulary; Respiratory tract infections; Upper respiratory tract infection; Duration (music); Family medicine; Psychiatry; Internal medicine; Surgery","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":[0.005416065,0.0004646259,0.0004296156,0.001757728,0.001169634,0.003468844,0.0008327993,0.0009336789,0.002250761],"category_scores_gemma":[0.04596324,0.0004891915,0.001087333,0.001500774,0.001139202,0.001637551,0.001902036,0.00133542,0.0001711407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002544398,"about_ca_system_score_gemma":0.004394414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03062047,"about_ca_topic_score_gemma":0.02643211,"domain_scores_codex":[0.9960299,0.002009014,0.000381095,0.0002591448,0.0006957988,0.0006251243],"domain_scores_gemma":[0.9598736,0.02479511,0.01081727,0.0006816941,0.001709806,0.002122608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006736693,0.0001377591,0.9776084,0.00008519608,0.00005265393,0.0002382784,0.01707237,0.0001114927,0.00004828733,0.0001189962,0.0001104501,0.004348665],"study_design_scores_gemma":[0.000009440395,0.0001731257,0.961642,0.0001176814,0.00003863031,0.0002962025,0.03577541,0.001274569,0.00005667063,0.0003190647,0.0002691056,0.00002803177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990547,0.0001313399,0.00006511116,0.000330682,0.000002590063,0.00001679714,0.00003609123,0.000002010266,0.0003606017],"genre_scores_gemma":[0.9996254,0.0001011435,0.0001424277,0.00003108906,0.000004022815,0.00001311481,0.00003445488,9.836235e-7,0.00004725057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03062047,"threshold_uncertainty_score":0.06088454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08059996325464129,"score_gpt":0.2742806294519134,"score_spread":0.1936806661972721,"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."}}