{"id":"W4406565089","doi":"10.1016/j.ypdi.2015.01.007","title":"10.1016/j.ypdi.2015.01.007","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Bacteremia; Pneumonia; Test (biology); Intensive care medicine; Community-acquired pneumonia; Internal medicine; Microbiology; Antibiotics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006513772,0.0008968073,0.0004870242,0.001365179,0.0007914354,0.002601675,0.000898935,0.003184081,0.8711454],"category_scores_gemma":[0.001475221,0.0003418763,0.0004741336,0.0006313454,0.0006932033,0.001976165,0.001121052,0.001624153,0.8190351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008644221,"about_ca_system_score_gemma":0.001099242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002084485,"about_ca_topic_score_gemma":0.001916725,"domain_scores_codex":[0.999705,0.00002776249,0.00002669694,0.00007094426,0.00008156715,0.00008807316],"domain_scores_gemma":[0.9990383,0.0001424865,0.0001218597,0.00004849284,0.0001795965,0.0004693051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002935252,0.0002871396,0.008610914,0.0004890566,0.00003629595,0.0005450277,0.0001227015,0.0001847699,0.0006588323,0.003989916,0.344303,0.6404788],"study_design_scores_gemma":[0.00006035508,0.0001179188,0.007286548,0.001059842,0.00003494194,0.00420877,0.0003430555,0.0002274274,0.0004528713,0.003589993,0.9825923,0.00002584364],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007474658,0.02036983,0.002697179,0.01536054,0.004383539,0.0001211609,0.003966328,0.001857174,0.9437696],"genre_scores_gemma":[0.02476295,0.008664325,0.00247767,0.00388071,0.001639707,0.00009890275,0.00267109,0.0003174561,0.9554872],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1288546,"threshold_uncertainty_score":0.1837954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00728571368774858,"score_gpt":0.2163130702657149,"score_spread":0.2090273565779664,"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."}}