{"id":"W3158342853","doi":"10.15173/sciential.v1i3.2225","title":"History, Present, and Future of Age-Related Cataracts Surgery","year":2019,"lang":"en","type":"article","venue":"Sciential - McMaster Undergraduate Science Journal","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cataracts; Blindness; Optometry; Medicine; Phacoemulsification; Intraocular lens; Accommodation; Cataract surgery; Ophthalmology; Psychology; Visual acuity","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00115231,0.0003487986,0.0004211229,0.001879406,0.0008378481,0.001951649,0.0005326124,0.001485113,0.004909504],"category_scores_gemma":[0.00175035,0.0001505235,0.0002677571,0.001684887,0.002058699,0.002528568,0.0007619366,0.002842627,0.001500193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002300241,"about_ca_system_score_gemma":0.002509312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004028014,"about_ca_topic_score_gemma":0.008433532,"domain_scores_codex":[0.9995947,0.00009564823,0.00006071689,0.0000602499,0.0001434431,0.00004512014],"domain_scores_gemma":[0.9987664,0.0004753054,0.0001344207,0.00003897244,0.0003585531,0.0002264251],"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":[0.0001641761,0.0000820061,0.002958033,0.005003538,0.00003034561,0.0007857992,0.0009302302,0.0002500614,0.00093081,0.04619763,0.121455,0.8212124],"study_design_scores_gemma":[0.000005761922,0.00008209537,0.003750512,0.003019215,0.00002320629,0.00244543,0.0008281263,0.00007316296,0.0001915646,0.01097365,0.9785695,0.00003775676],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008639728,0.9623852,0.000254048,0.02189988,0.003516393,0.000005450546,0.00004182051,0.00001712906,0.01101605],"genre_scores_gemma":[0.01015734,0.9742343,0.000411296,0.006270923,0.005902564,0.000008134175,0.00004192203,0.000007000992,0.002966437],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004909504,"threshold_uncertainty_score":0.01668954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01748953808119357,"score_gpt":0.2458992424213199,"score_spread":0.2284097043401264,"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."}}