{"id":"W4380079693","doi":"10.4018/ijsmoc.324106","title":"A Social Media Give and Take","year":2023,"lang":"en","type":"article","venue":"International Journal of Social Media and Online Communities","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Addiction; Social media; Psychology; Demography; Medicine; Social psychology; Psychiatry; Computer science; Sociology","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":[0.002281088,0.0003175784,0.0003696599,0.0009166678,0.005958332,0.005163142,0.0005314142,0.001528394,0.0396242],"category_scores_gemma":[0.009816201,0.0003311845,0.0004488753,0.000467955,0.001286873,0.003075808,0.004669821,0.002187628,0.006024732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000655626,"about_ca_system_score_gemma":0.000917706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001619016,"about_ca_topic_score_gemma":0.003957972,"domain_scores_codex":[0.9981899,0.0007513886,0.00008421953,0.0001703819,0.0005409074,0.000263201],"domain_scores_gemma":[0.9941067,0.001195276,0.0008072484,0.000806705,0.0007448329,0.002339305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004350498,0.002175017,0.2096107,0.0006262083,0.0001672326,0.004766552,0.1896708,0.00006568156,0.006866244,0.04332444,0.09761434,0.4446777],"study_design_scores_gemma":[0.00007808843,0.0009054137,0.07310558,0.0003495818,0.0001188294,0.003336816,0.1801126,0.0003052014,0.001110169,0.00326592,0.7372165,0.00009526859],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6883886,0.002740491,0.004033212,0.02507738,0.005065396,0.0004304248,0.00056564,0.0003927689,0.273306],"genre_scores_gemma":[0.8465657,0.001294072,0.002462975,0.008915306,0.000951511,0.0002374435,0.0001936577,0.00009897052,0.1392802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0396242,"threshold_uncertainty_score":0.1325561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06828370775506466,"score_gpt":0.3767042224217386,"score_spread":0.308420514666674,"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."}}