{"id":"W1968996082","doi":"10.1097/ijg.0000000000000135","title":"Systematic Occlusion of Shunts","year":2014,"lang":"en","type":"article","venue":"Journal of Glaucoma","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Glaucoma; Intraocular pressure; Surgery; Ligature; Occlusion; Stent; Ophthalmology","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":[0.0006041765,0.00009110314,0.0005773789,0.0001653525,0.00002789948,0.000005607031,0.0001184276,0.00006345525,0.00005419349],"category_scores_gemma":[0.0004406901,0.00005674276,0.0002359712,0.0001235935,0.00004325865,0.00005440162,0.00002545829,0.0001603098,0.00001910176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002449672,"about_ca_system_score_gemma":0.00004831977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005772644,"about_ca_topic_score_gemma":0.000001433919,"domain_scores_codex":[0.9986086,0.00009343139,0.0006903741,0.00005933832,0.0004268023,0.0001213964],"domain_scores_gemma":[0.9987521,0.0001155518,0.0005821968,0.0001693755,0.0002595334,0.0001212031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005730077,0.0004924717,0.9321775,0.01840678,0.0002758928,0.0002440138,0.0005251929,1.624317e-7,0.04284177,0.001032594,0.00287952,0.0005511097],"study_design_scores_gemma":[0.00227826,0.001827332,0.9749867,0.01131572,0.0004737604,0.003456769,0.0004017983,0.0004607229,0.00358856,0.0006123588,0.0004965825,0.0001014622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946089,0.0006738055,0.0006604112,0.0006677124,0.0002640875,0.000142924,3.46327e-7,0.000005759284,0.002976001],"genre_scores_gemma":[0.9986241,0.00004399639,0.0007558604,0.0001774601,0.0001141471,4.066181e-7,5.004403e-7,0.00001125672,0.0002723088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04280919,"threshold_uncertainty_score":0.2313903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005571346757280993,"score_gpt":0.242179134323754,"score_spread":0.236607787566473,"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."}}