{"id":"W4282001067","doi":"10.2147/opth.s351011","title":"Comparison of Barrett Toric Calculations Using Measured and Predicted Posterior Corneal Astigmatism in Cataract Surgery Patients","year":2022,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"William Osler Health System; University of Toronto","funders":"American Society of Cataract and Refractive Surgery; Ögonfonden","keywords":"Medicine; Ophthalmology; Cataract surgery; Astigmatism; Optics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008944537,0.0003591289,0.0003492136,0.0009962071,0.0002589972,0.000587843,0.0003125795,0.0002686541,0.0009719275],"category_scores_gemma":[0.005896139,0.0002399775,0.0003928931,0.0006472829,0.0002660867,0.0006233847,0.0005297733,0.0003168508,0.0002404862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002867223,"about_ca_system_score_gemma":0.0002566658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001757866,"about_ca_topic_score_gemma":0.001880595,"domain_scores_codex":[0.9993333,0.00008931997,0.0001199751,0.0001737892,0.0002217612,0.00006179996],"domain_scores_gemma":[0.9962857,0.0008688538,0.001868357,0.000369445,0.0004447761,0.0001629477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002020697,0.000009301989,0.9973344,0.00000863896,0.00003375272,0.00005510114,0.00003861886,0.00009159247,0.0001723385,0.000007170711,0.00002146929,0.002025489],"study_design_scores_gemma":[0.000007214064,0.0002846427,0.997563,0.000007334101,0.00003520224,0.0008449166,0.0001395154,0.0007068182,0.0002867847,0.00001660551,0.0001015024,0.000006421426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993332,0.0001170195,0.0002216206,0.000005707807,0.00000272334,0.00000522842,0.0001298693,0.000004985712,0.0001796672],"genre_scores_gemma":[0.9996555,0.00003670949,0.00009741776,0.000003223552,0.000001974323,0.000003553667,0.0001539067,0.000002565142,0.00004513911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001757866,"threshold_uncertainty_score":0.004730403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2080384028397377,"score_gpt":0.4740496481028625,"score_spread":0.2660112452631248,"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."}}