{"id":"W4406565170","doi":"10.1016/j.ypdi.2014.01.016","title":"10.1016/j.ypdi.2014.01.016","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":"ABX test; Medicine; Antibiotics; Intensive care medicine; Clinical decision support system; Medical emergency; Decision support system; Data mining; Microbiology","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":[0.0007448863,0.0008830475,0.0004791789,0.001435756,0.0008317877,0.00262969,0.0008870186,0.003240213,0.8534829],"category_scores_gemma":[0.001777271,0.0003665411,0.000510111,0.0006804804,0.0007266738,0.002023414,0.001200152,0.001788154,0.7889264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009574572,"about_ca_system_score_gemma":0.001189376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002377081,"about_ca_topic_score_gemma":0.002124836,"domain_scores_codex":[0.9996672,0.00003261242,0.00003099785,0.00007485632,0.00009626777,0.00009812857],"domain_scores_gemma":[0.9988858,0.0001632373,0.0001458033,0.00005562038,0.0002324103,0.0005171992],"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":[0.0003215346,0.0003139403,0.01072527,0.0005051199,0.00004119204,0.0005651946,0.0001374085,0.0001744584,0.0006425251,0.004486376,0.3707539,0.6113331],"study_design_scores_gemma":[0.000060645,0.0001232913,0.009164295,0.0011321,0.00003939913,0.004731815,0.000374379,0.0001915704,0.000427637,0.00393667,0.9797896,0.00002869378],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008842474,0.02438036,0.00259589,0.02039802,0.005598663,0.0001281882,0.004606696,0.001800442,0.9316493],"genre_scores_gemma":[0.02835183,0.009850308,0.002445394,0.004739687,0.001963851,0.0001010309,0.003073704,0.0003596937,0.9491144],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1465171,"threshold_uncertainty_score":0.2089888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006391855996130975,"score_gpt":0.202394971618932,"score_spread":0.196003115622801,"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."}}