{"id":"W4414474445","doi":"10.21203/rs.3.rs-7004956/v1","title":"Patient factors associated with novel NAIL-Q scales in toenail onychomycosis or onychocryptosis: a cross-sectional study and regression analysis","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Nail Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Quality of life (healthcare); Patient-reported outcome; Regression analysis; Nail disease; Nail (fastener); Linear regression; Disease; Cross-sectional study","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001075382,0.0004956056,0.0004722168,0.0005652611,0.0004139483,0.0009092175,0.0004777447,0.0009297113,0.003449402],"category_scores_gemma":[0.004370052,0.0004805876,0.0009897915,0.0009069688,0.000379539,0.0007295913,0.0005174142,0.001255273,0.0004949414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002793094,"about_ca_system_score_gemma":0.0003349731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002199264,"about_ca_topic_score_gemma":0.001469673,"domain_scores_codex":[0.99885,0.0004835934,0.0001089297,0.0002696676,0.0001485381,0.0001392609],"domain_scores_gemma":[0.9965031,0.001337433,0.0012018,0.0003384468,0.0002353874,0.0003837754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002544936,0.0001110595,0.9985713,0.000006917371,0.0001223444,0.00006643422,0.00004636875,0.00004071695,0.0001781851,0.00001806693,0.00005433933,0.0005297305],"study_design_scores_gemma":[0.00001284411,0.0001805523,0.9989719,0.000003046289,0.00005610771,0.0001818625,0.0001607486,0.0002629908,0.00005712318,0.00002652282,0.00008154644,0.000004687007],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992077,0.0001251461,0.0001198544,0.00002491778,0.00000969213,0.00000731883,0.0002275933,0.000003136935,0.0002746641],"genre_scores_gemma":[0.9993451,0.00004644762,0.00009152183,0.00001248403,0.000009311015,0.000008591668,0.0001954155,0.000002567038,0.000288526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003449402,"threshold_uncertainty_score":0.0115394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072616053990343,"score_gpt":0.4482620572116013,"score_spread":0.341000451812567,"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."}}