{"id":"W2981320036","doi":"10.1007/s00417-019-04468-y","title":"New era in endoscopic vitreoretinal surgery","year":2019,"lang":"en","type":"letter","venue":"Graefe s Archive for Clinical and Experimental Ophthalmology","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Vitreoretinal surgery; Medicine; Ophthalmology; Surgery; Optometry; General surgery; Vitrectomy; 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":[0.000517085,0.00050676,0.001950809,0.0003202523,0.00005640652,0.00002091272,0.0001554865,0.0008460929,0.0004878078],"category_scores_gemma":[0.000289303,0.0004184425,0.0009869986,0.00009405454,0.0004866823,0.00004323898,0.0002053142,0.001894688,0.00009541613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003162567,"about_ca_system_score_gemma":0.0003587445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002227742,"about_ca_topic_score_gemma":9.769069e-7,"domain_scores_codex":[0.9964299,0.0003445817,0.001185368,0.001039706,0.0002437732,0.0007566972],"domain_scores_gemma":[0.9957703,0.003291132,0.0002625478,0.0004067104,0.00002929486,0.0002399717],"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":[0.001933752,0.000269918,0.1783841,0.0004548732,0.0001980838,0.006329983,0.00005766061,7.840328e-8,0.000319518,0.00009265359,0.8103788,0.001580501],"study_design_scores_gemma":[0.00559351,0.004063148,0.07402679,0.0008917081,0.0002277224,0.007566787,0.00005971703,0.00002452359,0.0009670343,0.004358781,0.9012972,0.0009231467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.7778574,0.005483521,0.00008491636,0.2043079,0.004468081,0.002285919,0.000212378,0.00006187609,0.005237998],"genre_scores_gemma":[0.255904,0.001211319,0.01258708,0.6746684,0.01913785,0.0007224283,0.007522416,0.000441964,0.02780454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5219534,"threshold_uncertainty_score":0.9998267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08037744035525216,"score_gpt":0.3875218260402056,"score_spread":0.3071443856849534,"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."}}