{"id":"W4307743834","doi":"10.1097/j.jcrs.0000000000001068","title":"Comment on: Clinical and refractive outcomes after topography-guided refractive surgery planned using Phorcides surgery planning software","year":2022,"lang":"en","type":"letter","venue":"Journal of Cataract & Refractive Surgery","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Coma (optics); Refraction; Subjective refraction; Astigmatism; Refractive surgery; Cornea; Aberrations of the eye; Ophthalmology; Optometry; Medicine; Corneal topography; Refractive error; Optics; Eye disease; Visual acuity; Physics","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":[0.005244167,0.0009616036,0.001026184,0.0008449579,0.001907759,0.001649354,0.002808603,0.02885419,0.0138946],"category_scores_gemma":[0.05184484,0.0006410913,0.001803786,0.001015951,0.001897253,0.002223924,0.001654783,0.01747257,0.00970606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002579862,"about_ca_system_score_gemma":0.00240021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006761411,"about_ca_topic_score_gemma":0.005654471,"domain_scores_codex":[0.9949507,0.001105369,0.000959679,0.0006009488,0.001952042,0.00043132],"domain_scores_gemma":[0.9650366,0.01908736,0.00282992,0.001291994,0.01016221,0.001591918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001141831,0.00002081793,0.0009083696,0.0001189319,0.00001313986,0.000345727,0.00007430861,0.00006357776,0.0001285704,0.0002870413,0.9940549,0.003870523],"study_design_scores_gemma":[0.0003234935,0.0003951479,0.009944058,0.00131929,0.00009732323,0.002333235,0.0008349523,0.0009346599,0.001506451,0.003288298,0.9788062,0.0002169291],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00142248,0.001095373,0.000452205,0.9018688,0.09092453,0.00009898393,0.001078899,0.0004217295,0.002636974],"genre_scores_gemma":[0.005919109,0.000558903,0.0004541176,0.9539049,0.03485668,0.0001505585,0.000220593,0.00008293866,0.00385224],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02885419,"threshold_uncertainty_score":0.04648203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1080326910462089,"score_gpt":0.3709675100771919,"score_spread":0.2629348190309829,"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."}}