{"id":"W4414069428","doi":"10.3390/healthcare13172234","title":"A Scoping Review of the Use and Determinants of Social Media Among College Students","year":2025,"lang":"en","type":"review","venue":"Healthcare","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Mental health; Psychosocial; Inclusion (mineral); Feeling; Social anxiety; Anxiety; MEDLINE","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":[0.02042002,0.00169427,0.004672364,0.02738522,0.001971107,0.004947828,0.002552046,0.002954961,0.004179633],"category_scores_gemma":[0.08373704,0.001316698,0.005410183,0.02727721,0.001710366,0.004032486,0.0030781,0.00174601,0.0004370495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005779862,"about_ca_system_score_gemma":0.03248782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01362873,"about_ca_topic_score_gemma":0.02982485,"domain_scores_codex":[0.9842615,0.00478338,0.006592044,0.000841944,0.003101168,0.0004200538],"domain_scores_gemma":[0.9293874,0.05222586,0.00941439,0.0009761412,0.007458868,0.0005373474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007289852,0.00004017481,0.001964404,0.8868287,0.002017037,0.0001999974,0.00161886,0.0001517625,0.0001497473,0.0009561681,0.00337961,0.1026206],"study_design_scores_gemma":[0.00001419145,0.00004356625,0.002564597,0.9761716,0.004372509,0.0001415868,0.0007649332,0.00004777083,0.00006855411,0.0002635022,0.01553172,0.00001544136],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002206184,0.9929845,0.000453475,0.0008479274,0.0002509469,0.001312468,0.0005968643,0.00001219543,0.001335365],"genre_scores_gemma":[0.01059198,0.9852492,0.001152304,0.0004582893,0.00008627244,0.001862307,0.0004223566,0.000005776741,0.0001715071],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02738522,"threshold_uncertainty_score":0.1079927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1402538351544701,"score_gpt":0.4868944924363978,"score_spread":0.3466406572819277,"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."}}