{"id":"W2019234839","doi":"10.6000/1929-6029.2014.03.02.3","title":"Deployment of Six Sigma Methodology in Pars Plana Vitrectomy","year":2014,"lang":"en","type":"article","venue":"International Journal of Statistics in Medical Research","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pars plana; Vitrectomy; DMAIC; Six Sigma; Medicine; Complication; Surgery; Ophthalmology; Operations management; Visual acuity; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007759057,0.0005627861,0.0004352049,0.003822849,0.0007913494,0.001535992,0.0006252021,0.0004005714,0.001042943],"category_scores_gemma":[0.0110473,0.000271004,0.0007830518,0.00268921,0.0007073919,0.000665585,0.0008924238,0.0005197842,0.0001902612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002164224,"about_ca_system_score_gemma":0.004943638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003824647,"about_ca_topic_score_gemma":0.003497643,"domain_scores_codex":[0.9901029,0.004799205,0.001000136,0.0006467034,0.003127926,0.0003231924],"domain_scores_gemma":[0.9884359,0.00365649,0.0033735,0.00061132,0.003525055,0.0003977705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001013438,0.0009646519,0.2794103,0.002358844,0.000267009,0.0003166523,0.004698698,0.009371711,0.00536921,0.003106851,0.001896123,0.6912264],"study_design_scores_gemma":[0.0004572242,0.01686407,0.8058906,0.003339785,0.0009350633,0.002000505,0.02137089,0.06339785,0.03442913,0.01549961,0.03540079,0.0004145207],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.877537,0.007879377,0.1001378,0.002057553,0.0002225921,0.001844788,0.0005871569,0.0004314128,0.009302166],"genre_scores_gemma":[0.9310473,0.001685085,0.0659337,0.0001192489,0.00003703396,0.0003390358,0.0002482839,0.00001392518,0.0005763184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007759057,"threshold_uncertainty_score":0.04103428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1868969241692399,"score_gpt":0.517804820278746,"score_spread":0.3309078961095061,"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."}}