{"id":"W4416185908","doi":"10.21203/rs.3.rs-7966841/v1","title":"Beyond the looking glass - Socioeconomic differences in weight perception and weight control attempts among Korean women: Evidence from a national survey","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Wonkwang University","keywords":"Socioeconomic status; Weight control; Body mass index; Multinomial logistic regression; Perception; Body weight; Logistic regression; Educational attainment","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":[0.001643065,0.0003501826,0.0003225985,0.001008604,0.0009521954,0.001059391,0.0006354664,0.0007341596,0.0034387],"category_scores_gemma":[0.004064583,0.0005039904,0.001087101,0.002260667,0.0006621864,0.001104909,0.0008574292,0.0008256296,0.0003286419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005079759,"about_ca_system_score_gemma":0.001020078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0502046,"about_ca_topic_score_gemma":0.09457749,"domain_scores_codex":[0.9990807,0.0002626998,0.0001442063,0.0001779169,0.0001362524,0.0001981939],"domain_scores_gemma":[0.9959146,0.0007563711,0.00181932,0.0003951861,0.0004884339,0.0006260519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004583984,0.00007156964,0.9984443,0.00001678877,0.0001088649,0.00002700411,0.0003938509,0.000005201023,0.00005013502,0.0000367071,0.00005587666,0.0007439958],"study_design_scores_gemma":[0.000003567705,0.00003093075,0.9985227,0.00000937851,0.00004719791,0.00001360939,0.001205469,0.00001698656,0.00001564522,0.00001836969,0.0001137448,0.000002350801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980714,0.0003815431,0.00004901561,0.000144398,0.00001409458,0.00001142022,0.0003956944,8.003948e-7,0.0009317386],"genre_scores_gemma":[0.9990035,0.0002142501,0.0000487549,0.0001090275,0.000009864088,0.000007713485,0.000280749,0.000001415877,0.0003248169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0502046,"threshold_uncertainty_score":0.09982479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.139049973375753,"score_gpt":0.4768216410132923,"score_spread":0.3377716676375393,"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."}}