{"id":"W4411710900","doi":"10.1016/j.chbr.2025.100737","title":"Who is most at risk for body esteem problems after being on social media? A differential susceptibility approach with adolescents","year":2025,"lang":"en","type":"article","venue":"Computers in Human Behavior Reports","topic":"Eating Disorders and Behaviors","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Brigham Young University","keywords":"Differential (mechanical device); Psychology; Self-esteem; Developmental psychology; Social psychology; Physics","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":[0.0007724363,0.0002592363,0.0003318641,0.001111202,0.0005469157,0.001146122,0.0002488398,0.0003411995,0.001051417],"category_scores_gemma":[0.00268733,0.0002164474,0.0004357944,0.0005986234,0.0005104031,0.0007404344,0.0008486467,0.0008822633,0.0001546641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002359434,"about_ca_system_score_gemma":0.0002630913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001924603,"about_ca_topic_score_gemma":0.004034641,"domain_scores_codex":[0.999674,0.0001206078,0.0000271499,0.00003771512,0.00007044969,0.00007014459],"domain_scores_gemma":[0.9989583,0.0001976696,0.000497278,0.00005248129,0.00007432851,0.0002198646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003725273,0.00009191757,0.9931583,0.00000869618,0.00001270093,0.0001623778,0.001414976,0.00001763505,0.0002823559,0.00005755429,0.00004214281,0.004714191],"study_design_scores_gemma":[0.000003063685,0.0001452092,0.9937847,0.00001817523,0.00001476668,0.0004607711,0.004886503,0.0002185218,0.0001494718,0.0001491969,0.0001647895,0.000004860557],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994469,0.00005670138,0.00007449404,0.00006704761,0.000003008016,0.000009615724,0.00001493031,0.000002097212,0.0003251145],"genre_scores_gemma":[0.9995916,0.00009245283,0.0001437069,0.00002396975,0.000004409079,0.00001139205,0.0000206065,8.483211e-7,0.0001108953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001924603,"threshold_uncertainty_score":0.004085064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02360419107426809,"score_gpt":0.3098317093738552,"score_spread":0.2862275182995871,"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."}}