{"id":"W2594005933","doi":"10.1159/000457807","title":"Three-Dimensional Printing of a Transconjunctival Vitrectomy Trocar-Cannula System","year":2017,"lang":"en","type":"article","venue":"Ophthalmologica","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of British Columbia","funders":"","keywords":"Cannula; Vitreoretinal surgery; Vitrectomy; Biomedical engineering; Medicine; Surgery","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":[0.0003481791,0.0001612343,0.0005018527,0.00005447528,0.0002138603,0.00001891281,0.000171219,0.0001164367,0.0001802811],"category_scores_gemma":[0.0001823876,0.0001102157,0.000279871,0.0000452676,0.0001685614,0.00005779569,0.00007738136,0.0001686613,0.00003109258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002711565,"about_ca_system_score_gemma":0.00006964104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001686547,"about_ca_topic_score_gemma":0.000001151435,"domain_scores_codex":[0.998848,0.00003443477,0.0002878365,0.0002963505,0.000283891,0.0002495255],"domain_scores_gemma":[0.9989367,0.00007190216,0.0002436436,0.0005188564,0.0001149812,0.000113915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002937478,0.000705542,0.7779189,0.001356175,0.0005344194,0.008131129,0.0001051398,0.00001328547,0.1902643,0.003464774,0.0005718933,0.0139969],"study_design_scores_gemma":[0.001306491,0.0005793922,0.9702703,0.0006627379,0.0001597778,0.005802476,0.00005613758,0.0003579275,0.01951916,0.0002247172,0.0008334985,0.0002273177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617515,0.0001362177,0.0001155518,0.0003287812,0.0002472653,0.0002654025,0.000007805318,0.00004505351,0.03710242],"genre_scores_gemma":[0.9977081,0.000001562495,0.001563532,0.00002558622,0.0001217558,0.00002054726,0.000006826534,0.00001503465,0.0005370048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1923514,"threshold_uncertainty_score":0.4494464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03946852635849384,"score_gpt":0.2925107191362037,"score_spread":0.2530421927777098,"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."}}