{"id":"W3134011725","doi":"10.1007/978-3-030-53058-7_27","title":"Iris Cerclage for Traumatic Mydriasis","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Mydriasis; Photophobia; IRIS (biosensor); Pupil; Ophthalmology; Medicine; Accommodation; Optometry; Sphincter; Surgery; Psychology; Computer science; Artificial intelligence","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":[0.0001515811,0.0007230992,0.0004930283,0.0009874927,0.0004927543,0.0007867707,0.0006491062,0.001236155,0.04223268],"category_scores_gemma":[0.0004456668,0.0002043395,0.0004100511,0.0005125964,0.000468726,0.001076853,0.0007108689,0.002213284,0.0187043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003732661,"about_ca_system_score_gemma":0.0004005391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001015106,"about_ca_topic_score_gemma":0.005382196,"domain_scores_codex":[0.9999026,0.0000127042,0.000005626653,0.00001201114,0.00005615908,0.00001093908],"domain_scores_gemma":[0.9998974,0.00006366203,0.00000794849,0.000008493947,0.00001305654,0.00000932408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.00003310308,0.00006825061,0.00009049597,0.0005123102,0.000009635179,0.001549922,0.0001510207,0.0004433009,0.00144546,0.02297522,0.3535318,0.6191894],"study_design_scores_gemma":[0.000005044118,0.00003087823,0.0003790567,0.0003027301,0.00000575739,0.005909547,0.00002855645,0.0001340105,0.0004000339,0.004730467,0.9880641,0.000009860978],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001612283,0.1888962,0.008593014,0.003733532,0.00784554,0.00005691257,0.0001795015,0.0004296839,0.7886533],"genre_scores_gemma":[0.005038384,0.06326514,0.00387282,0.002169589,0.002430085,0.00003346351,0.000151589,0.0001735418,0.9228653],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04223268,"threshold_uncertainty_score":0.1412823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05168930478947993,"score_gpt":0.2796662069792972,"score_spread":0.2279769021898173,"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."}}