{"id":"W4410350033","doi":"10.54254/2753-7064/2024.22755","title":"The Impact of Short Video Content on Users' Self-Perception of Body Image and Appearance: An Empirical Study","year":2025,"lang":"en","type":"article","venue":"Communications in Humanities Research","topic":"Consumer Perception and Purchasing Behavior","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Content (measure theory); Perception; Computer science; Psychology; Cognitive psychology; Multimedia; Mathematics; Neuroscience","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001894696,0.00009576626,0.0001644934,0.0005951902,0.0007052733,0.0002890838,0.0008974723,0.00004223964,0.00006231852],"category_scores_gemma":[0.0001413799,0.0000740286,0.00004585488,0.0004758465,0.0007451503,0.0004758372,0.0005166269,0.0004007727,0.000007880208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009591922,"about_ca_system_score_gemma":0.00006379806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004289563,"about_ca_topic_score_gemma":0.002772144,"domain_scores_codex":[0.9986565,0.0003498683,0.0003483336,0.0001682447,0.0002913143,0.0001857157],"domain_scores_gemma":[0.9977417,0.0002598216,0.00005232839,0.001327569,0.0006084715,0.00001012604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002225204,0.003445291,0.9586467,0.00008185695,0.00005148296,7.784097e-7,0.006402785,0.000007464689,0.003461092,0.00550115,0.0004764662,0.02170241],"study_design_scores_gemma":[0.0003647124,0.0001515666,0.9628596,0.00007674065,0.0000169282,1.990665e-7,0.03276481,0.002334924,0.000004445787,0.0002886849,0.001069998,0.00006737734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993137,0.000157304,0.000004679825,0.0002567267,0.00002609496,0.0006339519,0.000003704914,0.00003016725,0.005750346],"genre_scores_gemma":[0.9993114,0.0002741372,0.00004182089,0.00003284967,0.00002555494,0.0001104479,0.00001849714,0.00001023794,0.0001750845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02636203,"threshold_uncertainty_score":0.6484564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3025808261547679,"score_gpt":0.4891948192260154,"score_spread":0.1866139930712475,"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."}}