{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001538959,0.0001274839,0.0006070636,0.000574112,0.0002180002,0.0001141187,0.0004052939,0.0005262226,0.00004202018],"category_scores_gemma":[0.007196879,0.00008044972,0.00005956621,0.0003517809,0.0008659047,0.0004062319,0.0001024133,0.001770401,0.000006950598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006585892,"about_ca_system_score_gemma":0.0007978706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001254093,"about_ca_topic_score_gemma":0.000002764297,"domain_scores_codex":[0.9984017,0.00002456221,0.0004979114,0.0002101181,0.000562888,0.0003028039],"domain_scores_gemma":[0.9969101,0.0003452732,0.001186186,0.0003911106,0.001083685,0.00008366345],"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":[0.0001916346,0.0002788769,0.2258218,0.001002481,0.0006438064,0.004735671,0.0001276316,0.000001707228,0.01455347,0.001412111,0.6112761,0.1399548],"study_design_scores_gemma":[0.001264903,0.001296181,0.004909809,0.000443857,0.0003730133,0.0003176271,0.00004462271,0.0004414435,0.0004175186,0.001816208,0.9884948,0.0001800761],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1523993,0.0009608108,0.00001309893,0.8456643,0.0004953174,0.0001175397,0.000002447396,0.00001977683,0.0003273485],"genre_scores_gemma":[0.4709726,0.0002940567,0.001744162,0.5219531,0.004264548,0.000004043579,0.000002901515,0.00002840252,0.0007361516],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3772187,"threshold_uncertainty_score":0.8615857,"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."}}