{"id":"W4410335155","doi":"10.18192/uojm.v15i1.7099","title":"Nailed Wellness: A Proposal for Training Nail Salons to Detect Signs of Organ System Dysfunction on their Client’s Nails","year":2025,"lang":"fr","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Body Image and Dysmorphia Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Ottawa","funders":"","keywords":"Nail (fastener); Medicine; Dermatology; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.007903197,0.001149426,0.0003606822,0.001707958,0.003057876,0.002783789,0.003780074,0.005686023,0.03335558],"category_scores_gemma":[0.01200247,0.0007411753,0.001338104,0.0007641522,0.001964361,0.003594876,0.005190626,0.004560978,0.01897663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003623231,"about_ca_system_score_gemma":0.02182206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03121919,"about_ca_topic_score_gemma":0.06960173,"domain_scores_codex":[0.9932778,0.002226216,0.0003559784,0.0006572159,0.00249231,0.0009905684],"domain_scores_gemma":[0.9900256,0.001697006,0.0004454804,0.0005988375,0.003488276,0.003744623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002078262,0.00205678,0.005920925,0.0009470029,0.0000303892,0.001243921,0.00325452,0.0007246103,0.007235862,0.01064129,0.4504927,0.5172442],"study_design_scores_gemma":[0.0003006436,0.001758182,0.01313232,0.001461479,0.00006580586,0.002095752,0.004489327,0.002535202,0.004311758,0.006979102,0.9626557,0.0002147312],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.04289301,0.005083906,0.2904563,0.296631,0.02083041,0.02083839,0.003196857,0.02805938,0.2920107],"genre_scores_gemma":[0.07411182,0.006197448,0.5832056,0.03973706,0.001498882,0.008554355,0.003149921,0.001107725,0.2824372],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03335558,"threshold_uncertainty_score":0.1115855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02671101140290279,"score_gpt":0.2774609213850671,"score_spread":0.2507499099821643,"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."}}