{"id":"W3211197533","doi":"","title":"한국 여성의 이미지별 손톱화장에 관한 연구 - 20대ㆍ30대 연령 중심으로","year":2002,"lang":"ko","type":"article","venue":"한국인체미용예술학회지","topic":"Consumer Perception and Purchasing Behavior","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nail (fastener); Beauty; Identity (music); Art; Visual arts; Aesthetics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005059929,0.0007454819,0.0006600248,0.0006347965,0.0008535707,0.001508399,0.0007691232,0.000423046,0.114114],"category_scores_gemma":[0.0001498405,0.000795134,0.0004566223,0.00110641,0.0003056019,0.001389483,0.0004389166,0.0007156866,0.04729918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001246765,"about_ca_system_score_gemma":0.00003858763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001186776,"about_ca_topic_score_gemma":0.0003513943,"domain_scores_codex":[0.9961279,0.00006616786,0.0008600122,0.001002232,0.0008006548,0.001143026],"domain_scores_gemma":[0.9979925,0.00007974259,0.0004332906,0.001044414,0.0003285216,0.0001215521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007799453,0.001262978,0.3498593,0.0005718718,0.0001490455,0.0002519721,0.0008699117,0.00001124554,0.001118063,0.001872348,0.434589,0.2093662],"study_design_scores_gemma":[0.001465779,0.00003301289,0.175587,0.0002790146,0.0004642633,0.00002075039,0.0003958413,0.002653519,0.00002154012,0.0001375892,0.8178432,0.00109849],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8968916,0.00213841,0.0001514519,0.01342727,0.005790024,0.0009546095,0.00007371977,0.0008395113,0.07973339],"genre_scores_gemma":[0.929073,0.000479607,0.0001437789,0.004940582,0.002988002,0.00004407727,0.00009015166,0.0001456722,0.0620951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3832542,"threshold_uncertainty_score":0.9995281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0520796082150972,"score_gpt":0.2497594362426659,"score_spread":0.1976798280275687,"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."}}