{"id":"W2895794903","doi":"10.17925/usor.2018.11.2.98","title":"Update in Vitreoretinal Instrumentation","year":2018,"lang":"en","type":"article","venue":"touchREVIEWS in Ophthalmology","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Vitreoretinal surgery; Vitrectomy; Medicine; SAFER; Optometry; Surgery; Ophthalmology; Computer science; Computer security","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":[0.002792994,0.001054722,0.001116448,0.004101388,0.0006094281,0.002283943,0.001881632,0.003793016,0.01377792],"category_scores_gemma":[0.00972741,0.0004961747,0.0009865978,0.002488633,0.001005425,0.004431819,0.001350107,0.004833532,0.008865366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001338695,"about_ca_system_score_gemma":0.002143615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001920696,"about_ca_topic_score_gemma":0.004760133,"domain_scores_codex":[0.9983861,0.0002119712,0.0003003583,0.0001986501,0.0007951033,0.0001076588],"domain_scores_gemma":[0.9898351,0.003419837,0.0007574562,0.0003406051,0.004958441,0.0006885056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008429777,0.00005569372,0.000527813,0.003118524,0.00004312384,0.0004188399,0.0000579846,0.0001771753,0.0005924556,0.003946323,0.4047686,0.5862091],"study_design_scores_gemma":[0.000006351639,0.00003202951,0.0004028269,0.001624104,0.00003103264,0.0008983159,0.0000294875,0.00004201459,0.0001732117,0.0007347016,0.9960161,0.000009775353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005985833,0.9076126,0.001615868,0.02398936,0.04765151,0.00003445355,0.0003438037,0.0002662744,0.01788762],"genre_scores_gemma":[0.003746972,0.9046909,0.00408884,0.01754878,0.05491811,0.00004728292,0.0006877393,0.000109303,0.01416216],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01377792,"threshold_uncertainty_score":0.04609174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03183798828321621,"score_gpt":0.3542818739603603,"score_spread":0.322443885677144,"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."}}