{"id":"W2913958062","doi":"10.1007/bf03405138","title":"From Stool to Statistics","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Agency of Canada; University of Guelph; Health Canada","funders":"Health Canada","keywords":"Public health; Medicine; Enteric virus; Enteric bacteria; Public health surveillance; Environmental health; Family medicine; Veterinary medicine; Pathology; Virology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006225922,0.0007229377,0.001245603,0.01163549,0.001269073,0.007773181,0.001050024,0.001177428,0.05026486],"category_scores_gemma":[0.09620833,0.0006426717,0.0005641892,0.01765089,0.002293308,0.005110508,0.002802272,0.004021155,0.02292023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009374456,"about_ca_system_score_gemma":0.0214487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2088093,"about_ca_topic_score_gemma":0.1266331,"domain_scores_codex":[0.9899189,0.002988003,0.001100401,0.0008264241,0.0045175,0.0006487411],"domain_scores_gemma":[0.9514617,0.01141114,0.003015917,0.006205572,0.02404301,0.003862645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002857436,0.00001026547,0.001803861,0.0001564323,0.00001406748,0.00003329537,0.00007468709,0.0002310202,0.00004060721,0.03017541,0.8466766,0.1207551],"study_design_scores_gemma":[0.00001252346,0.00001567746,0.002451859,0.000628927,0.00001120967,0.0000768986,0.0003236092,0.0003199531,0.00009283998,0.03009682,0.965946,0.00002377006],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004894892,0.05647735,0.04261645,0.4411413,0.05560802,0.000229302,0.08160218,0.0054753,0.3119552],"genre_scores_gemma":[0.1528758,0.1506481,0.09326795,0.1021742,0.03283762,0.0008675916,0.1175763,0.0081681,0.3415844],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2088093,"threshold_uncertainty_score":0.4151877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08136004945825774,"score_gpt":0.3524160529914317,"score_spread":0.2710560035331739,"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."}}