{"id":"W4416853956","doi":"10.1016/j.jtos.2025.11.010","title":"Delphi panel on neuromodulation as a treatment strategy for dry eye disease: Unlocking the potential of natural tear production","year":2025,"lang":"en","type":"article","venue":"The Ocular Surface","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Ocular Therapeutix; National Eye Institute; Alcon; U.S. Department of Defense","keywords":"Neuromodulation; Delphi method; Natural (archaeology); Delphi; Production (economics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0002514454,0.0001734144,0.0002102553,0.00003678108,0.0002389612,0.0000251556,0.0001138667,0.00004909326,0.000009904913],"category_scores_gemma":[0.00009736253,0.00009599718,0.0002164234,0.0001899063,0.00006111722,0.00006791117,0.00002722418,0.0001388864,0.00001011389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007757128,"about_ca_system_score_gemma":0.000148204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001199842,"about_ca_topic_score_gemma":0.00001302331,"domain_scores_codex":[0.9989063,0.0001244774,0.0002067076,0.0002753624,0.0002669005,0.000220232],"domain_scores_gemma":[0.9990889,0.00006086726,0.00009280212,0.0005899268,0.0001260994,0.00004136133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01032363,0.00194432,0.05689687,0.0007986475,0.002593931,0.0001181073,0.001844388,0.305206,0.5405982,0.01214389,0.0001873081,0.06734478],"study_design_scores_gemma":[0.006922329,0.002528507,0.6992721,0.0008374897,0.003842304,0.000005531025,0.002944501,0.09513315,0.1692016,0.004160529,0.01446877,0.0006832699],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882463,0.001613265,0.0005259032,0.007619871,0.0003972842,0.001407789,0.000009515822,0.0000438714,0.0001361663],"genre_scores_gemma":[0.9948622,0.0001078517,0.00006690754,0.0002224092,0.00009985522,0.00002318581,0.00003488938,0.00002037524,0.004562309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6423752,"threshold_uncertainty_score":0.3914651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02384872119575484,"score_gpt":0.2959591360782936,"score_spread":0.2721104148825388,"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."}}