{"id":"W2737057519","doi":"10.1177/1932296817697331","title":"Deep Lancing or Overmanipulation?","year":2017,"lang":"en","type":"letter","venue":"Journal of Diabetes Science and Technology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Intensive care medicine; Computer science","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":[0.006862101,0.0003931844,0.0006848681,0.0005717765,0.003967861,0.004848268,0.001188793,0.02537406,0.007964195],"category_scores_gemma":[0.06604736,0.0003901606,0.0006428001,0.0006017198,0.006595428,0.005710107,0.00387721,0.0343549,0.003590682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004006342,"about_ca_system_score_gemma":0.007721284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004738689,"about_ca_topic_score_gemma":0.009183878,"domain_scores_codex":[0.9941031,0.002204211,0.0005794297,0.000513188,0.001449101,0.001150959],"domain_scores_gemma":[0.9834936,0.00729862,0.001492977,0.0007336069,0.002561193,0.004420106],"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":[0.00006311732,0.00004591336,0.002882888,0.00006665138,0.00002871749,0.005619768,0.001505448,0.00006294552,0.0002157066,0.02810984,0.9130458,0.04835315],"study_design_scores_gemma":[0.0000888982,0.00007394377,0.001413185,0.000700778,0.00003724234,0.01077149,0.005926593,0.0004090882,0.0002837213,0.08151908,0.8986973,0.00007862159],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005256116,0.0008754754,0.00011311,0.9908485,0.004719011,0.000002354588,0.000005129922,0.000008706855,0.002901982],"genre_scores_gemma":[0.009404366,0.0008657327,0.0002297276,0.973592,0.01217826,0.000007386616,0.000006404184,0.00001791836,0.003698227],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02537406,"threshold_uncertainty_score":0.03629071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05067657626932013,"score_gpt":0.3700674407273841,"score_spread":0.3193908644580639,"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."}}