{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004252745,0.0002067011,0.0003616928,0.00008497297,0.0002971481,0.00003149764,0.00006651359,0.0002140901,0.000009863502],"category_scores_gemma":[0.002222751,0.0001787725,0.00007529823,0.000225636,0.000208752,0.0007127573,0.00006283885,0.0003407699,0.000003859493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004280574,"about_ca_system_score_gemma":0.0001671265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009157497,"about_ca_topic_score_gemma":0.0000335037,"domain_scores_codex":[0.9986324,0.0002555471,0.0003078778,0.000409688,0.00007444882,0.0003200036],"domain_scores_gemma":[0.9973941,0.00158664,0.0003882443,0.0001695549,0.0004302057,0.00003119698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001449582,0.001492328,0.4840402,0.000494099,0.003106939,0.00009487152,0.006167169,0.00005046607,0.4990736,0.0009382661,0.000362175,0.00273036],"study_design_scores_gemma":[0.004315779,0.000889565,0.6809391,0.001691146,0.001085126,0.00002771693,0.01510046,0.00001056468,0.2914945,0.0000197648,0.003974196,0.0004521414],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947818,0.002107384,0.0009111672,0.00003619397,0.0004145287,0.0004027425,0.00004784933,0.00006248258,0.001235888],"genre_scores_gemma":[0.9990888,0.0002801445,0.0001428476,0.0001278073,0.00002295541,0.000007817704,0.00007284876,0.00002903565,0.0002277176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2075791,"threshold_uncertainty_score":0.7290131,"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."}}