{"id":"W2333587523","doi":"10.1097/ede.0000000000000110","title":"Commentary","year":2014,"lang":"en","type":"letter","venue":"Epidemiology","topic":"Noise Effects and Management","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","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":[],"consensus_categories":[],"category_scores_codex":[0.00864365,0.001033196,0.001363942,0.00177524,0.004184759,0.005747756,0.006126273,0.02726476,0.1740645],"category_scores_gemma":[0.07836291,0.0006874632,0.002351807,0.001276247,0.004061765,0.005429029,0.003888067,0.01986551,0.06409182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005890711,"about_ca_system_score_gemma":0.0176937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008954151,"about_ca_topic_score_gemma":0.008870021,"domain_scores_codex":[0.9911112,0.002272321,0.0006157879,0.001236132,0.003386338,0.001378184],"domain_scores_gemma":[0.9612606,0.01653297,0.001412516,0.002127416,0.01489247,0.003773913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001382984,0.000003502322,0.00002694352,0.0001495084,0.000004107317,0.00008596622,0.00004908023,0.0000100653,0.00001489894,0.001828765,0.9933162,0.004497224],"study_design_scores_gemma":[0.00001773995,0.000007355154,0.0001094454,0.0008262843,0.000008672062,0.0001912444,0.0001017346,0.00002193786,0.00005609165,0.001947591,0.9967031,0.00000894434],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000217826,0.00579458,0.0003675767,0.7023386,0.2468258,0.0001204042,0.001198071,0.0002107682,0.04292646],"genre_scores_gemma":[0.003222081,0.004487641,0.000374799,0.8553342,0.07401177,0.0002450584,0.0005504055,0.0001647161,0.06160941],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1740645,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1684398782107243,"score_gpt":0.478492692495523,"score_spread":0.3100528142847987,"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."}}