{"id":"W4404725287","doi":"10.54254/2753-7064/49/20240193","title":"Social Media Shadows: Unveiling the Hidden Struggles of African American Youth on Facebook","year":2024,"lang":"en","type":"article","venue":"Communications in Humanities Research","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Social media; Media studies; Sociology; Political science; Gender studies; Criminology; Internet privacy; Computer science","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":[0.001204702,0.0003478047,0.0002415239,0.001506039,0.005739165,0.003705028,0.000475495,0.0007024431,0.003748473],"category_scores_gemma":[0.002309793,0.0002146731,0.0002494486,0.000789814,0.003469879,0.005010757,0.004111229,0.00129901,0.0002706873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001370848,"about_ca_system_score_gemma":0.001083814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006126694,"about_ca_topic_score_gemma":0.02840863,"domain_scores_codex":[0.9994084,0.0003184726,0.00001063192,0.00004427139,0.00006139257,0.0001569413],"domain_scores_gemma":[0.9989576,0.0005337789,0.0001620525,0.0000646777,0.00009158821,0.0001902226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00009788371,0.0001089263,0.05211305,0.0001806735,0.00002223156,0.0009900302,0.8674152,0.00005281654,0.001485902,0.01047296,0.00615617,0.06090413],"study_design_scores_gemma":[0.000004577908,0.0000452553,0.03916559,0.0002830942,0.00003158805,0.0002332506,0.9216108,0.0002403148,0.0004588093,0.00329107,0.03461847,0.00001710606],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783937,0.001150655,0.0006054495,0.003948062,0.0001433402,0.00002007574,0.00006755401,0.00001947518,0.0156517],"genre_scores_gemma":[0.9969079,0.0007396765,0.0003515462,0.0004021137,0.00005426185,0.00001849783,0.0000270942,0.00001370009,0.001485147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006126694,"threshold_uncertainty_score":0.01253992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4783168470550475,"score_gpt":0.5060117104716997,"score_spread":0.02769486341665217,"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."}}