{"id":"W4406500898","doi":"10.1016/j.ymed.2016.06.002","title":"10.1016/j.ymed.2016.06.002","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Overdiagnosis; Medicine; Clostridium difficile; Microbiology; Test (biology); Intensive care medicine; Internal medicine; Antibiotics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000501646,0.0008568231,0.0004699716,0.00116318,0.000762747,0.002236916,0.0008485136,0.002964679,0.8980724],"category_scores_gemma":[0.001179377,0.0003412415,0.0004765763,0.0005371348,0.0006918082,0.001688113,0.001036778,0.001400878,0.858322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006774079,"about_ca_system_score_gemma":0.000999898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001711483,"about_ca_topic_score_gemma":0.00169531,"domain_scores_codex":[0.9997874,0.0000189976,0.00001785937,0.00005173015,0.00006179597,0.00006233156],"domain_scores_gemma":[0.9991354,0.0001124085,0.0001032125,0.00004506879,0.0001539338,0.0004499628],"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":[0.0003856689,0.0002877629,0.004671425,0.0005023814,0.00003391901,0.0005339556,0.0001052628,0.000172063,0.0009547714,0.003611149,0.3688372,0.6199045],"study_design_scores_gemma":[0.00007269747,0.0001324388,0.005664264,0.0008853836,0.00002665067,0.003217254,0.0002315663,0.0001820777,0.0004412288,0.002740527,0.9863868,0.00001920312],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005561856,0.01824797,0.002316218,0.01125977,0.003351715,0.000105606,0.00332052,0.001550071,0.9542864],"genre_scores_gemma":[0.01456855,0.005825353,0.001784669,0.002517999,0.001068405,0.00006788561,0.002038484,0.0002107093,0.9719179],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1019276,"threshold_uncertainty_score":0.1453874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01299144317448106,"score_gpt":0.2333206488450704,"score_spread":0.2203292056705894,"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."}}