{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001414728,0.0002641938,0.0006843432,0.0001112406,0.00005433433,0.0000186875,0.00004822696,0.00039318,0.01679674],"category_scores_gemma":[0.000081282,0.0002192469,0.0006168585,0.00001568845,0.00004298968,0.00002449707,0.00001639155,0.0002355442,0.0002484532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004622969,"about_ca_system_score_gemma":0.0001365584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006466259,"about_ca_topic_score_gemma":0.000008720318,"domain_scores_codex":[0.9989284,0.000008349703,0.0003370993,0.0003094807,0.0002113027,0.0002053698],"domain_scores_gemma":[0.9990567,0.0002033062,0.00008166897,0.0003990241,0.0001525901,0.0001066889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003865535,0.0001936263,0.00003039694,0.004419844,0.002331473,0.001627476,0.0006856105,8.647604e-7,0.0006257727,0.6059293,0.2730543,0.1107149],"study_design_scores_gemma":[0.0005376129,0.0001428868,0.00003295106,0.0007801653,0.0007548488,0.0001371487,0.00007415602,0.00001931913,0.0009043279,0.002273337,0.9940331,0.0003101199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002977446,0.001113617,0.001440298,0.001001015,0.0004298065,0.0006024048,0.00003583384,0.00009027588,0.994989],"genre_scores_gemma":[0.001712744,0.0002465529,0.003227304,0.001944005,0.0005752785,0.0000283807,0.0002535947,0.00008316248,0.991929],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7209789,"threshold_uncertainty_score":0.984102,"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."}}