{"id":"W4406468138","doi":"10.1016/j.yoph.2016.02.162","title":"10.1016/j.yoph.2016.02.162","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Ocular Infections and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Pseudomonas aeruginosa; Keratitis; Multiple drug resistance; Microbiology; Ophthalmology; Drug resistance; Bacteria; Genetics; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004240029,0.0001033317,0.0001486734,0.00006429401,0.00006395538,0.00001398082,0.00003756983,0.00004876015,0.9973502],"category_scores_gemma":[0.00001325262,0.00008475222,0.00007437223,0.0001478421,0.00001698097,0.00004012959,0.00001238151,0.00006383449,0.9970063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004777663,"about_ca_system_score_gemma":0.00002970479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004541688,"about_ca_topic_score_gemma":1.201867e-7,"domain_scores_codex":[0.9994263,0.00001376549,0.0001083304,0.000161815,0.0001156811,0.0001740809],"domain_scores_gemma":[0.9995192,0.00001227613,0.00001286466,0.000268356,0.00003358575,0.0001536818],"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":[0.00009345682,0.0002864597,0.000009906253,0.000006678273,0.00009882779,0.00005018588,0.000008498913,0.000007325434,0.00005744672,6.139927e-7,0.1684532,0.8309274],"study_design_scores_gemma":[0.0007786716,0.0004133251,0.0005174713,0.00002951392,0.00008825921,0.00006453731,3.992573e-7,0.00002607639,0.0002395808,0.000003815763,0.9977548,0.00008356184],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008260176,0.00008129853,6.487338e-7,0.0002548161,0.000001909698,0.0002210554,0.000008312803,0.0001073055,0.9910645],"genre_scores_gemma":[0.002071384,7.074838e-7,0.0001476816,0.00005554906,0.0001243724,0.00001985532,0.00002727535,0.00002069321,0.9975325],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8308438,"threshold_uncertainty_score":0.3456095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00507577157742582,"score_gpt":0.194424926181195,"score_spread":0.1893491546037692,"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."}}