{"id":"W1434941232","doi":"10.1155/2000/751034","title":"How Nova Scotia General Practitioners Choose Antibiotics for the Empirical Treatment of Community‐Acquired Pneumonia","year":2000,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Nova scotia; Medicine; Community-acquired pneumonia; Pneumonia; Antibiotics; Streptococcus pneumoniae; Medical prescription; Population; Antibiotic resistance; Penicillin; Ciprofloxacin; Mycoplasma pneumoniae; Intensive care medicine; Family medicine; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00129934,0.0001688635,0.0001525275,0.0003524137,0.0008025006,0.001009224,0.0003633773,0.0009639371,0.002565223],"category_scores_gemma":[0.008413316,0.0002540554,0.0001733779,0.0003329095,0.0006821823,0.0007933695,0.0003897742,0.0005383908,0.0003421481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003363098,"about_ca_system_score_gemma":0.00348396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2737972,"about_ca_topic_score_gemma":0.3595733,"domain_scores_codex":[0.9990108,0.0003863612,0.00006896674,0.00009669842,0.0001978058,0.0002392971],"domain_scores_gemma":[0.9952534,0.001743395,0.001606807,0.00007948877,0.0005739294,0.0007429812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001211379,0.0001327157,0.9590312,0.0001892103,0.00004046867,0.001015183,0.01930976,0.0003210344,0.0005806498,0.00007598667,0.002609568,0.01657303],"study_design_scores_gemma":[0.00001619134,0.0001527113,0.9796397,0.0002004668,0.0000130006,0.0005370657,0.01768256,0.0003611951,0.00004905057,0.00004769476,0.001289999,0.00001035231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943237,0.000710775,0.00007353158,0.002510335,0.00001233183,0.00002727943,0.00008021411,0.000003770355,0.00225802],"genre_scores_gemma":[0.9984246,0.0005053098,0.000102304,0.0005456565,0.000006946465,0.000007018455,0.00003747149,8.382381e-7,0.0003699342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7262028,"threshold_uncertainty_score":0.544407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03534495891302771,"score_gpt":0.3042209339509064,"score_spread":0.2688759750378787,"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."}}