{"id":"W3132468932","doi":"10.22374/jded.v4i1.35","title":"TREATMENT FOR CONJUNCTIVOCHALASIS: A COMBINED APPROACH UTILIZING RADIOFREQUENCY CAUTERIZATION AND THERMALIDTM PROCEDURE","year":2021,"lang":"en","type":"article","venue":"Journal of Dry Eye Disease","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meibomian gland; Cauterization; Etiology; Surgery; Ophthalmology; Eyelid; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006607652,0.0001204155,0.0002844342,0.00005161429,0.0000596579,0.00002913316,0.00002804769,0.0000406301,0.00001415961],"category_scores_gemma":[0.0001003015,0.00008925889,0.0001784059,0.00007806908,0.00001964367,0.000127043,0.00000760344,0.00006531538,5.898992e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006697205,"about_ca_system_score_gemma":0.0004682186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001486674,"about_ca_topic_score_gemma":3.880405e-7,"domain_scores_codex":[0.9993047,0.00003785789,0.000242644,0.0001335974,0.0001527679,0.0001285062],"domain_scores_gemma":[0.9991967,0.00002169074,0.0001478778,0.0001275973,0.0002477553,0.0002583493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00238267,0.001511357,0.9610597,0.0006927409,0.0007134706,0.0007235906,0.0009183551,0.00001778414,0.02206857,0.0006856364,0.000009124126,0.009217013],"study_design_scores_gemma":[0.03171115,0.003899831,0.9247326,0.0009927596,0.005224522,0.0000421946,0.005310915,0.006230961,0.01624942,0.0008596433,0.004205496,0.000540465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907045,0.006018263,0.001411735,0.001176679,0.00009621611,0.0003430027,0.00001773336,0.00001097579,0.000220912],"genre_scores_gemma":[0.9975926,0.0005283548,0.001078731,0.0002617087,0.0001341632,0.00001798008,0.00003715526,0.00001852512,0.0003308113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03632705,"threshold_uncertainty_score":0.3639872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0195217458118515,"score_gpt":0.2755998709994008,"score_spread":0.2560781251875493,"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."}}