{"id":"W2041826287","doi":"10.1016/j.clae.2011.02.001","title":"A literature review: The impact of rotational stabilization methods on toric soft contact lens performance","year":2011,"lang":"en","type":"review","venue":"Contact Lens and Anterior Eye","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Waterloo","keywords":"Contact lens; Lens (geology); Optics; Materials science; Through-the-lens metering; Computer science; Optometry; Physics; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006726231,0.0006702763,0.002529852,0.0001916548,0.0001339118,0.00005276737,0.0002093638,0.0003290797,0.000213219],"category_scores_gemma":[0.0001913759,0.0003595566,0.001163474,0.0004073146,0.00005462444,0.0002513001,0.00006426379,0.0006991247,0.00002063846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001526818,"about_ca_system_score_gemma":0.0004059573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000328603,"about_ca_topic_score_gemma":0.000003178998,"domain_scores_codex":[0.9974986,0.0004171507,0.0009452275,0.0005154408,0.0002553899,0.0003681887],"domain_scores_gemma":[0.9978471,0.0002491864,0.0007325434,0.000724744,0.0003273534,0.0001190071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001826334,0.0001722418,0.001662694,0.0444486,0.0007650512,0.00004107859,0.0003997152,1.05488e-7,0.0001428328,0.0002134231,0.000272686,0.951699],"study_design_scores_gemma":[0.0006861117,0.002100097,0.007182912,0.1990478,0.001703209,0.00009856364,0.00001824297,0.00002948712,0.00001420638,0.000003386425,0.7886799,0.00043606],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003159434,0.993792,0.00006690004,0.00007186193,0.0002335243,0.00178647,0.0001704589,0.00003394102,0.0006854299],"genre_scores_gemma":[0.003056367,0.9954262,0.0001217953,0.0003951599,0.0001954246,0.00008634486,0.0002525832,0.00007473789,0.0003913398],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9512629,"threshold_uncertainty_score":0.9998856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04445809088787044,"score_gpt":0.3730165738642311,"score_spread":0.3285584829763606,"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."}}