{"id":"W4402031290","doi":"10.58931/cect.2024.3347","title":"Considerations for Adding Minimally/Microinvasive Glaucoma Surgery (MIGS) to a Planned Cataract Surgery","year":2024,"lang":"en","type":"article","venue":"Canadian Eye Care Today","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Cataract surgery; Medicine; Glaucoma surgery; Glaucoma; Surgery; Ophthalmology; Optometry","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":[0.000188266,0.0002564018,0.0004808554,0.0007960093,0.0002465,0.0001184086,0.00006303365,0.0001606939,0.000374115],"category_scores_gemma":[0.001394461,0.0002487173,0.0003898859,0.0003440205,0.00006023283,0.00009331545,0.00001434691,0.0001876452,0.0002074274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004822554,"about_ca_system_score_gemma":0.004083436,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01435167,"about_ca_topic_score_gemma":0.1801971,"domain_scores_codex":[0.9982876,0.00004065271,0.0003596876,0.0004695267,0.0001530397,0.0006894892],"domain_scores_gemma":[0.9967321,0.001679421,0.00003578151,0.0002919022,0.0002674951,0.0009933272],"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":[0.0001285912,0.00001967565,0.1054979,0.0008988358,0.000210534,0.002322903,0.002902288,8.269209e-7,0.002094458,0.0004661039,0.8816933,0.003764617],"study_design_scores_gemma":[0.0003877624,0.0002617402,0.1435993,0.002168743,0.0003841106,0.0004787075,0.007087368,0.00005547164,0.002579001,0.0001457539,0.8419959,0.0008561269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968962,0.004428409,0.00002485836,0.01995247,0.00139225,0.001076776,0.001427304,0.000150933,0.002585039],"genre_scores_gemma":[0.9913899,0.00003713711,0.0003816079,0.005329767,0.0003514485,0.0001599729,0.00111937,0.00007339563,0.00115746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1658454,"threshold_uncertainty_score":0.9999965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02354117843541966,"score_gpt":0.2673317361167056,"score_spread":0.243790557681286,"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."}}