{"id":"W4312185942","doi":"10.3928/23258160-20220920-02","title":"Comments on “Scleral Transillumination With Digital Heads-Up Display: A Novel Technique for Visualization During Vitrectomy Surgery”","year":2022,"lang":"en","type":"letter","venue":"Ophthalmic surgery, lasers & imaging retina","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital","funders":"","keywords":"Transillumination; Vitrectomy; Visualization; Computer science; Computer graphics (images); Ophthalmology; Medicine; Artificial intelligence; Visual acuity","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001034554,0.001054149,0.001719249,0.001358597,0.0004981401,0.0002388522,0.0002259437,0.0004033308,0.0002391606],"category_scores_gemma":[0.0004622866,0.0009772643,0.001124738,0.0008677602,0.0002320078,0.000410738,0.00008449605,0.001453714,0.00001241169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007085242,"about_ca_system_score_gemma":0.0004525259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001006551,"about_ca_topic_score_gemma":8.785789e-7,"domain_scores_codex":[0.9946784,0.0002159908,0.001094682,0.001409121,0.001391129,0.001210726],"domain_scores_gemma":[0.9958085,0.0020655,0.0007966326,0.0007686465,0.0003328816,0.0002278453],"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":[0.006747448,0.00107526,0.07289841,0.005345475,0.0007409831,0.008509954,0.0002719328,0.00001846069,0.008244705,0.00001194033,0.8908026,0.005332812],"study_design_scores_gemma":[0.004674635,0.0009110546,0.01356107,0.01118479,0.00122851,0.0165444,0.0003041083,0.0006492345,0.02691196,0.0000447432,0.9197091,0.004276423],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7284454,0.0003819097,0.005442209,0.2476258,0.004342443,0.008175199,0.002166852,0.00106735,0.002352929],"genre_scores_gemma":[0.8926694,0.0001287693,0.0002857459,0.06635346,0.002264193,0.003305844,0.02892214,0.0009508096,0.00511959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1812723,"threshold_uncertainty_score":0.9992678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02181616924458327,"score_gpt":0.2703493202572066,"score_spread":0.2485331510126234,"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."}}