{"id":"W4235453996","doi":"10.1289/ehp.113-a582a","title":"Comparison of Study Controls","year":2005,"lang":"en","type":"article","venue":"Environmental Health Perspectives","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Armand Frappier Museum; Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003825012,0.0007628302,0.00135896,0.002314355,0.001254281,0.001510398,0.001215709,0.001753501,0.01197236],"category_scores_gemma":[0.01361269,0.0004217065,0.001140726,0.001194664,0.0006587505,0.0006955694,0.001264245,0.0005800583,0.002003037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009323721,"about_ca_system_score_gemma":0.0008337064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007605449,"about_ca_topic_score_gemma":0.00495328,"domain_scores_codex":[0.9904206,0.004195808,0.00138384,0.001917534,0.0009845792,0.001097575],"domain_scores_gemma":[0.994456,0.001835512,0.0007014709,0.001067784,0.001641823,0.000297549],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.250571,0.009726915,0.6269332,0.001832345,0.003619302,0.003651844,0.004989364,0.0004379955,0.0123825,0.004244172,0.01011377,0.07149767],"study_design_scores_gemma":[0.00769349,0.02936335,0.8990046,0.0002885777,0.002467383,0.00208787,0.006398708,0.001241522,0.006836464,0.002628535,0.04185532,0.0001342122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707727,0.00356126,0.00322874,0.0002214329,0.0005537473,0.00178201,0.004011818,0.00006265041,0.01580562],"genre_scores_gemma":[0.9900188,0.0004402645,0.0006434201,0.0002403465,0.0001163837,0.001047349,0.002937278,0.00002226594,0.004533788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.996175,"threshold_uncertainty_score":0.04005158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07552879757068863,"score_gpt":0.4828211983283172,"score_spread":0.4072924007576286,"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."}}