{"id":"W4412073021","doi":"10.1097/j.jcrs.0000000000001735","title":"Variations in morphology and patency of disposable hydrodissection cannulas used in cataract surgery","year":2025,"lang":"en","type":"article","venue":"Journal of Cataract & Refractive Surgery","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care","funders":"National Eye Institute","keywords":"Cannula; Medicine; Port (circuit theory); Scanning electron microscope; Surgery; Biomedical engineering; Materials science; Composite material","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":[0.002236492,0.0001927026,0.00115125,0.001834086,0.0000494524,0.0000144373,0.00005438981,0.000191378,0.00007023654],"category_scores_gemma":[0.002234393,0.0001698963,0.0002928477,0.0008909209,0.00009731991,0.0006156214,0.00002059245,0.0006685436,0.000002481372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002161337,"about_ca_system_score_gemma":0.001133831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001922722,"about_ca_topic_score_gemma":0.0002340457,"domain_scores_codex":[0.9975699,0.0003476281,0.001284445,0.0002205454,0.000270637,0.0003068535],"domain_scores_gemma":[0.9952547,0.003262093,0.0008215474,0.0002191921,0.0003416077,0.000100894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001629105,0.0007852327,0.9775531,0.0001596443,0.0001697013,0.001134734,0.0004273104,0.00003157021,0.0118247,0.00007829397,0.0007486645,0.005457937],"study_design_scores_gemma":[0.0005006666,0.00007704187,0.9855219,0.000804356,0.0001124992,0.0004335046,0.0003429432,0.00005318753,0.01032192,0.0002871821,0.001408956,0.0001358732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963644,0.001086391,0.0001127416,0.001280522,0.0006612596,0.0001496335,0.00001335407,0.000006017228,0.0003256791],"genre_scores_gemma":[0.9983644,0.001082061,0.00004418043,0.0002038166,0.00009811375,0.000006770142,0.00004014546,0.00001492809,0.0001455372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007968755,"threshold_uncertainty_score":0.6928172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0156213877892448,"score_gpt":0.2844673648791898,"score_spread":0.268845977089945,"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."}}