{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002844059,0.0006346478,0.001216347,0.0008324804,0.0006592281,0.0004065188,0.0003978247,0.0004161877,0.002841476],"category_scores_gemma":[0.006446981,0.0002337651,0.0006420105,0.0005958169,0.0005305292,0.000389636,0.0006524853,0.0004596758,0.000440488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005784492,"about_ca_system_score_gemma":0.002411863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003900638,"about_ca_topic_score_gemma":0.0009488712,"domain_scores_codex":[0.997106,0.001358234,0.0004964137,0.0003757798,0.0004588056,0.0002047833],"domain_scores_gemma":[0.9963844,0.0008318931,0.001117353,0.0006626557,0.0004832969,0.0005203774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1678854,0.02139232,0.09058701,0.007157957,0.001032282,0.001544221,0.001492448,0.001843618,0.06326744,0.001139104,0.005926359,0.6367318],"study_design_scores_gemma":[0.03544924,0.5567983,0.2952506,0.001680997,0.001633553,0.006983974,0.0006020651,0.001976209,0.03522861,0.0008302525,0.06339046,0.0001758318],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809378,0.002600456,0.004905491,0.0001206769,0.0001640627,0.006510117,0.0005229345,0.0001672469,0.004071294],"genre_scores_gemma":[0.9745576,0.002364104,0.008014591,0.0003571187,0.0003582874,0.01014494,0.001532232,0.00004608878,0.002625054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002844059,"threshold_uncertainty_score":0.01504105,"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."}}