{"id":"W4210754305","doi":"10.1097/icb.0000000000001260","title":"UTILIZATION OF PREOPERATIVE MIDPERIPHERAL OPTICAL COHERENCE TOMOGRAPHY FOR TAILORED SURGICAL MANAGEMENT OF PROLIFERATIVE VITREORETINOPATHY","year":2022,"lang":"en","type":"article","venue":"Retinal Cases & Brief Reports","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"START Clinic; Dalhousie University","funders":"","keywords":"Proliferative vitreoretinopathy; Medicine; Optical coherence tomography; Vitrectomy; Retinal detachment; Visual acuity; Ophthalmology; Retinal; Retina; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006798916,0.0002141531,0.0006038661,0.0001206174,0.0001363086,0.00001065317,0.00006435739,0.00005371269,0.0003194821],"category_scores_gemma":[0.0001256883,0.0001877901,0.0003680432,0.0004415859,0.0002688158,0.00006021836,0.0001268681,0.0001640823,2.322642e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005845933,"about_ca_system_score_gemma":0.000157041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003393589,"about_ca_topic_score_gemma":0.000001115833,"domain_scores_codex":[0.9975274,0.0001502017,0.0008544263,0.0004757305,0.0007149422,0.0002772965],"domain_scores_gemma":[0.9984909,0.000139274,0.0004739996,0.0003222384,0.0004377776,0.0001358492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.04851048,0.006817895,0.7187311,0.007838618,0.002099704,0.1258118,0.003371961,0.0006252811,0.02203381,0.03500943,0.004166196,0.02498379],"study_design_scores_gemma":[0.01137938,0.03595315,0.278052,0.003155057,0.004055391,0.1288458,0.01064382,0.002976683,0.4677728,0.002972779,0.05177489,0.00241827],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925936,0.0007298095,0.0005550446,0.0001374734,0.0001318505,0.001753088,0.00004731623,0.00003587033,0.004015935],"genre_scores_gemma":[0.9964365,0.00004386462,0.002133242,0.00004804119,0.00005473595,0.0004843266,0.0002507638,0.00002576556,0.0005227657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4457389,"threshold_uncertainty_score":0.7657858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0284317124180155,"score_gpt":0.2978140725649455,"score_spread":0.26938236014693,"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."}}