{"id":"W4299528518","doi":"","title":"Refractive surgery or contact lenses – how and when to decide?","year":2011,"lang":"en","type":"article","venue":"Dove Medical Press (Taylor and Francis Group)","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Optometry; Refractive surgery; Optics; Ophthalmology; Computer science; Medicine; Physics; Cornea","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002713206,0.0002242714,0.0005596789,0.0003748989,0.0004861465,0.001297257,0.0003236783,0.00114529,0.01216545],"category_scores_gemma":[0.01097993,0.00009644392,0.0002988042,0.0003820067,0.001144488,0.002201223,0.0004463417,0.001305659,0.002922599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004462631,"about_ca_system_score_gemma":0.001141249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006307097,"about_ca_topic_score_gemma":0.002460465,"domain_scores_codex":[0.9991106,0.0003805385,0.0001229596,0.00005584611,0.0002708322,0.00005921758],"domain_scores_gemma":[0.9955133,0.002843594,0.0006162399,0.0001093594,0.0004475007,0.0004699344],"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":[0.0003956202,0.000167702,0.01827629,0.0007702347,0.00004532592,0.001904775,0.000444904,0.0001139186,0.0007307222,0.003820396,0.1285209,0.8448092],"study_design_scores_gemma":[0.0004793708,0.001206279,0.05690341,0.008242278,0.0003209624,0.04059254,0.01164892,0.001542611,0.005089211,0.05759346,0.8160694,0.000311608],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07572934,0.2125643,0.01562029,0.5309561,0.008513444,0.0002369399,0.0006697338,0.0004081244,0.1553017],"genre_scores_gemma":[0.5721847,0.2119902,0.03941162,0.1055537,0.01527612,0.0003868856,0.0004307427,0.0002570059,0.05450901],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01216545,"threshold_uncertainty_score":0.04069752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07271773223516394,"score_gpt":0.2859035072665079,"score_spread":0.2131857750313439,"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."}}