{"id":"W2064086929","doi":"10.4161/gmic.20870","title":"Tip of the iceberg?","year":2012,"lang":"en","type":"article","venue":"Gut Microbes","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Inflammatory bowel disease; Biology; Disease; Antibiotics; Population; Iceberg; Inflammatory Bowel Diseases; Crohn's disease; Intensive care medicine; Immunology; Internal medicine; Medicine; Microbiology; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001592058,0.00008785464,0.0001630306,0.00004867596,0.00005590748,0.000005731627,0.0001342145,0.00006270367,0.000511915],"category_scores_gemma":[0.0001023554,0.00005454688,0.0001354019,0.0002293391,0.0001074139,0.00003601947,0.0001164949,0.0001717244,0.0001778401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004322872,"about_ca_system_score_gemma":0.00007990449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008681697,"about_ca_topic_score_gemma":0.000006674932,"domain_scores_codex":[0.999166,0.00002964368,0.0001685406,0.00009796378,0.0002194619,0.0003183945],"domain_scores_gemma":[0.9993566,0.00004520617,0.00004166706,0.0003807388,0.00007565859,0.0001001373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004145093,0.0002082271,0.04082029,0.0000750063,0.00003623586,0.000001214019,0.0002448121,4.197209e-7,0.9404713,0.0001815235,0.01586129,0.002058214],"study_design_scores_gemma":[0.0004182027,0.00004279259,0.05431329,0.00005961345,0.00004939904,0.00005782136,0.0001357783,0.000003193935,0.8691651,0.000006403685,0.075687,0.00006137032],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983594,0.001773236,0.000003794715,0.00102893,0.0001950367,0.0001922805,0.00001186027,0.00001808478,0.01318275],"genre_scores_gemma":[0.9940256,0.00008157149,0.00008666539,0.0001725556,0.0002894411,0.000005192951,0.000004796214,0.00001409679,0.005320024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07130618,"threshold_uncertainty_score":0.560511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02543521030412214,"score_gpt":0.2918231528228656,"score_spread":0.2663879425187434,"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."}}