{"id":"W3130149336","doi":"10.1016/j.ophtha.2021.01.016","title":"Surgical Outcomes among Focused versus Diversified Cataract Surgeons","year":2021,"lang":"en","type":"article","venue":"Ophthalmology","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; Western University; Kensington Health; University of Toronto; Kingston Health Sciences Centre; St. Joseph's Hospital; Institute for Clinical Evaluative Sciences; Hotel Dieu Hospital; Providence Health Care; Kingston General Hospital; Queen's University","funders":"Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Optometry; Ophthalmology; MEDLINE; Cataract surgery; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0006765869,0.0003762726,0.0005843588,0.001471458,0.0005144064,0.001624767,0.0005198895,0.0009545492,0.007693375],"category_scores_gemma":[0.004931677,0.0002968043,0.001312905,0.001399895,0.0005234198,0.001585988,0.001644611,0.0008337068,0.0005329789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001132895,"about_ca_system_score_gemma":0.0008359777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006779101,"about_ca_topic_score_gemma":0.01332212,"domain_scores_codex":[0.9990213,0.0001014831,0.0001151086,0.0001958194,0.0001205463,0.0004456645],"domain_scores_gemma":[0.9964727,0.0007196009,0.001584305,0.0001239015,0.0002934647,0.0008061115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002218761,0.000364414,0.9863002,0.00006172479,0.0003968265,0.0002935352,0.0005439069,0.0002094147,0.0004382228,0.0002282233,0.0006380046,0.008306904],"study_design_scores_gemma":[0.00009068358,0.0008878478,0.994739,0.00005055177,0.0001112666,0.000366974,0.002831332,0.0002560758,0.0001002494,0.0002692571,0.0002738046,0.00002291675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983972,0.0002098078,0.00002381379,0.00006375096,0.0000121053,0.000008029772,0.0003460641,0.000001521494,0.0009376594],"genre_scores_gemma":[0.998763,0.0001407396,0.00003079745,0.0001321379,0.00002354875,0.00001007812,0.0005170823,0.000002087558,0.000380488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007693375,"threshold_uncertainty_score":0.02573693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04834973613991332,"score_gpt":0.3146940894995048,"score_spread":0.2663443533595915,"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."}}