{"id":"W4406395405","doi":"10.1016/j.ymed.2016.08.003","title":"10.1016/j.ymed.2016.08.003","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Nocardia; Mass spectrometry; Medicine; Identification (biology); Microbiology; Chromatography; Matrix-assisted laser desorption/ionization; Mycobacterium; Desorption; Biology; Bacteria; Pathology; Chemistry; Botany; Genetics; Organic chemistry","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":[0.0006185831,0.000868024,0.0004698347,0.001061067,0.0006607289,0.002211417,0.0008773374,0.002611193,0.8828769],"category_scores_gemma":[0.001088065,0.0003235395,0.0004536265,0.0005339312,0.0007668071,0.001670373,0.001080907,0.001372908,0.8510255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000586513,"about_ca_system_score_gemma":0.0009934759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001184006,"about_ca_topic_score_gemma":0.001119835,"domain_scores_codex":[0.9997838,0.00001783343,0.00001729425,0.00005935521,0.00006832278,0.00005339517],"domain_scores_gemma":[0.9991688,0.0001041371,0.00009945416,0.00005109974,0.0001451623,0.000431339],"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":[0.0003438516,0.0002601283,0.004359461,0.0004953695,0.00003116457,0.0005934224,0.0001077495,0.0002257093,0.001645088,0.004409239,0.2816299,0.7058989],"study_design_scores_gemma":[0.00005173978,0.0001207525,0.005109864,0.0006957239,0.00002213874,0.003378581,0.0002152,0.0002141718,0.0006860506,0.003365748,0.9861204,0.00001966354],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006483093,0.015442,0.00428087,0.01034018,0.003078309,0.000123111,0.00373244,0.002311502,0.9542085],"genre_scores_gemma":[0.01705218,0.005044821,0.002777803,0.00212626,0.0008266529,0.00007061884,0.00224277,0.0002827794,0.9695761],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1171231,"threshold_uncertainty_score":0.1670619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006564960943657447,"score_gpt":0.1917523759390661,"score_spread":0.1851874149954086,"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."}}