{"id":"W57238133","doi":"10.26443/mjm.v4i1.677","title":"Antimicrobial Resistant Streptococcus pneumoniae Infections: Clinical and Epidemiological Trends","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Streptococcus pneumoniae; Antimicrobial; Epidemiology; Microbiology; Antibiotics; Internal medicine; Biology","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":[0.0009245612,0.0002480903,0.0003683631,0.001637084,0.0004217063,0.000837955,0.0005854292,0.0008189217,0.007743803],"category_scores_gemma":[0.003410521,0.0001853307,0.0002912984,0.004088967,0.0002609531,0.000812825,0.0003854302,0.000439401,0.001517178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007531622,"about_ca_system_score_gemma":0.002047757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02964626,"about_ca_topic_score_gemma":0.04282177,"domain_scores_codex":[0.9987471,0.0002014879,0.0001926042,0.0001573415,0.0005396045,0.0001618215],"domain_scores_gemma":[0.9959912,0.0004574354,0.001821972,0.00009759149,0.001105926,0.0005259539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005011611,0.0001059958,0.9342637,0.0006339366,0.0001131967,0.0002679817,0.0001409199,0.00009985879,0.001400525,0.0003024183,0.01816915,0.04400118],"study_design_scores_gemma":[0.00001482482,0.00007720799,0.9927442,0.0002089708,0.00002542701,0.0005349084,0.0001507307,0.00009046798,0.00006115453,0.00003328576,0.006050793,0.000007943849],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7519152,0.1273647,0.0008978007,0.01507285,0.001536092,0.0002063518,0.03439593,0.0002522236,0.06835889],"genre_scores_gemma":[0.9423479,0.03879609,0.0006589394,0.003585345,0.001361662,0.0001329926,0.00874391,0.00003345062,0.004339739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02964626,"threshold_uncertainty_score":0.05894744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043066794827585,"score_gpt":0.3810747883886251,"score_spread":0.2767681089058666,"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."}}