{"id":"W2527636783","doi":"10.1016/j.jasc.2016.07.141","title":"Does Double Screening Improve Quality?","year":2016,"lang":"en","type":"article","venue":"Journal of the American Society of Cytopathology","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Shared Health","funders":"","keywords":"Medicine; Quality (philosophy); Epistemology","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":[0.05338443,0.001280882,0.00268987,0.003884973,0.001606797,0.007322883,0.002704301,0.003924049,0.02174072],"category_scores_gemma":[0.1100176,0.00124948,0.002253646,0.002974604,0.003030843,0.006325612,0.004900157,0.003602602,0.007270328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002135848,"about_ca_system_score_gemma":0.004311705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002935948,"about_ca_topic_score_gemma":0.006227079,"domain_scores_codex":[0.9581638,0.01465727,0.002800456,0.004148002,0.01749272,0.002737694],"domain_scores_gemma":[0.8335503,0.06807185,0.009701255,0.02760173,0.0542031,0.006871709],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002936751,0.001464741,0.07325599,0.001951611,0.001110945,0.0005460492,0.001117936,0.0009727995,0.08090457,0.01161209,0.1061087,0.7180178],"study_design_scores_gemma":[0.00156591,0.006358225,0.1759153,0.001828557,0.002834246,0.007883674,0.002989733,0.02012701,0.3541362,0.05971792,0.3658727,0.0007704617],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3823922,0.03823106,0.2795818,0.1708463,0.01602982,0.001925383,0.004626543,0.01676044,0.08960652],"genre_scores_gemma":[0.7643575,0.01025001,0.1477018,0.0316117,0.002546649,0.0005698699,0.004494539,0.003632486,0.03483537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9466156,"threshold_uncertainty_score":0.2823273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361564983392016,"score_gpt":0.3107926664436215,"score_spread":0.2971770166097014,"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."}}