{"id":"W7098005659","doi":"","title":"Population-based surveillance for invasive pneumococcal disease in homeless adults in Toronto. PloS one 4: e7255","year":2009,"lang":"en","type":"article","venue":"","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pneumococcal disease; Pneumonia; Pneumococcal pneumonia; Streptococcus pneumoniae; Pneumococcal infections; Population; Disease; Epidemiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004429977,0.000351314,0.0002567028,0.001011789,0.001130586,0.0005440198,0.000760791,0.0002743814,0.001138922],"category_scores_gemma":[0.001886688,0.0002919306,0.0003378461,0.001328975,0.0003772806,0.0002549016,0.0007163027,0.0002556345,0.0001578349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007255493,"about_ca_system_score_gemma":0.009293218,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.949309,"about_ca_topic_score_gemma":0.9730163,"domain_scores_codex":[0.9994496,0.0001036677,0.00006062527,0.00007420254,0.0001898766,0.0001219626],"domain_scores_gemma":[0.9987553,0.00007894899,0.0003078055,0.0000487506,0.0004806719,0.0003285496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005057153,0.00003093033,0.9959595,0.00005407511,0.00003603636,0.0001210802,0.0005790686,0.0001212168,0.0005726845,0.00002120914,0.0005891664,0.001864512],"study_design_scores_gemma":[0.000007943796,0.00005218582,0.999101,0.00001443504,0.00001928066,0.0000387103,0.0003738047,0.0001176947,0.00006100873,0.000004107979,0.0002066729,0.000003132215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928837,0.0004161745,0.0002460647,0.0001879232,0.00001023397,0.0001671543,0.004580308,0.00001844204,0.001490022],"genre_scores_gemma":[0.9980385,0.0001664612,0.0003476344,0.00007224351,0.00000782158,0.00005457992,0.000920869,0.000001426446,0.0003904706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05069101,"threshold_uncertainty_score":0.101979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01675914218237147,"score_gpt":0.2787790649031442,"score_spread":0.2620199227207727,"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."}}