{"id":"W4225410138","doi":"10.4103/ijo.ijo_291_21","title":"Histopathological analysis of residual lens cells in capsular opacities after cataract surgery using objective software","year":2022,"lang":"en","type":"article","venue":"Indian Journal of Ophthalmology","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Parachute","funders":"","keywords":"Extracellular matrix; Myofibroblast; Medicine; Fibronectin; SMA*; Ophthalmology; Pathology; Lens (geology); Cell biology; Fibrosis; Biology; Algorithm","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":[0.001433897,0.000154261,0.00110471,0.001869696,0.00006843786,0.00000517426,0.0001085829,0.000122712,0.001790922],"category_scores_gemma":[0.0004069676,0.000140125,0.0005301913,0.0007885908,0.0002251055,0.0001112509,0.00005461978,0.000701237,0.000001276184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002519343,"about_ca_system_score_gemma":0.0004871686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001117494,"about_ca_topic_score_gemma":0.000002464035,"domain_scores_codex":[0.9976613,0.0006678665,0.0008188305,0.0001919279,0.0003461401,0.000313948],"domain_scores_gemma":[0.9984162,0.0005653502,0.0005543752,0.0001970873,0.0001796556,0.00008737466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001631729,0.0003699425,0.7054629,0.0000497983,0.0006790776,0.2819284,0.004665872,0.00166527,0.003365831,0.000005457073,0.00005944114,0.0001161772],"study_design_scores_gemma":[0.0005404095,0.001027792,0.8494779,0.0000900101,0.001209091,0.1388043,0.003045421,0.00001936247,0.005303812,0.00009512829,0.0001491555,0.0002376027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998185,0.001022713,0.00002176283,0.00009412895,0.0004388598,0.00007736089,0.0000990992,0.000003367983,0.00005765347],"genre_scores_gemma":[0.9991164,0.00001402914,0.0005748118,0.0001098669,0.00009109247,0.000004787673,0.00001794679,0.00001468604,0.00005637305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.144015,"threshold_uncertainty_score":0.9991215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03760858298780329,"score_gpt":0.2822395033450711,"score_spread":0.2446309203572679,"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."}}