{"id":"W6911955274","doi":"10.5281/zenodo.16147598","title":"Acceptance of Cosmetic Surgery A Comparative Analysis based on Gender, Religion and Geographical Locations","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Body Image and Dysmorphia Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Islam; Faith; Qualitative research; Scale (ratio); Qualitative property; Survey instrument","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001488003,0.00009905831,0.000185886,0.0008297157,0.0003212359,0.0004926454,0.0001402482,0.0001624403,0.003486508],"category_scores_gemma":[0.004702903,0.00008401511,0.0003082399,0.0005142711,0.0004464045,0.0005036521,0.0004615775,0.000239806,0.0001906591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002303127,"about_ca_system_score_gemma":0.0002855171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001066382,"about_ca_topic_score_gemma":0.001875422,"domain_scores_codex":[0.9991592,0.000321819,0.0000606235,0.00006231801,0.0002743384,0.0001217775],"domain_scores_gemma":[0.9968812,0.001429911,0.0007747405,0.00009515009,0.0004208541,0.0003981854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003145144,0.0002666097,0.956306,0.00008520149,0.0000607676,0.000303716,0.01209773,0.00003906605,0.001495903,0.0002650567,0.0002271452,0.02853834],"study_design_scores_gemma":[0.000006287688,0.000460215,0.9823865,0.00002525254,0.00001512908,0.0004244305,0.01576682,0.00009851182,0.0001320695,0.00005353814,0.0006234817,0.000007754536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988533,0.0001143614,0.00004852262,0.00003135881,0.000004330168,0.000005371848,0.00002121273,4.77713e-7,0.0009210212],"genre_scores_gemma":[0.9997473,0.00005958915,0.00002158462,0.000009830462,0.000001925206,0.000003345833,0.00001457285,4.577948e-7,0.0001414478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003486508,"threshold_uncertainty_score":0.01166356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06231494156796417,"score_gpt":0.3235312054397078,"score_spread":0.2612162638717436,"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."}}