{"id":"W2620981688","doi":"10.1016/j.jcjo.2017.02.024","title":"Creation and validation of a simulator for corneal rust ring removal","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Rust (programming language); Medicine; Cohort; Ophthalmology; Cadaveric spasm; Surgery; Computer science; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003206083,0.00005182762,0.0002207,0.0001357683,0.000140508,0.0000163366,0.00005359884,0.00007776805,0.0001331552],"category_scores_gemma":[0.0007244873,0.00004760982,0.00006423283,0.00001596686,0.0001272543,0.00008761949,0.000003597585,0.00007995016,5.982202e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003434956,"about_ca_system_score_gemma":0.0004437182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006903138,"about_ca_topic_score_gemma":0.00002290784,"domain_scores_codex":[0.9995231,0.00002418383,0.0002188814,0.00006017553,0.00004868662,0.0001249678],"domain_scores_gemma":[0.999089,0.00008396907,0.0002892555,0.0001005221,0.0002357931,0.0002014446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001762493,0.00008206967,0.9040253,0.000469952,0.0005158199,0.06342091,0.001347697,0.0003401786,0.01323078,0.0040063,0.0005444791,0.01025404],"study_design_scores_gemma":[0.002864089,0.001584235,0.525761,0.0003372632,0.0002903781,0.4441094,0.0001872251,0.0005683448,0.01926597,0.0008334842,0.004031747,0.0001668866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950878,0.0001732708,0.00009992409,0.0003253339,0.00026955,0.00009095264,0.000007862139,6.023603e-7,0.003944692],"genre_scores_gemma":[0.9986721,0.000001923494,0.0008231697,0.0000150981,0.0001782257,6.846091e-7,0.00000298491,0.000007024415,0.0002987774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3806884,"threshold_uncertainty_score":0.1941472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04460058064052601,"score_gpt":0.3210285188544716,"score_spread":0.2764279382139456,"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."}}