{"id":"W4285218729","doi":"10.2139/ssrn.4089187","title":"A Causal Modelling Approach to Testing Longitudinal Associations between Adolescent Internet Use and Symptoms of Depression","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; McGill University; Université de Montréal; Université de Sherbrooke","funders":"","keywords":"Depression (economics); Psychology; The Internet; Clinical psychology; Longitudinal data; Psychiatry; Medicine; Computer science; Economics; World Wide Web; Data mining","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":[0.05391738,0.00225097,0.002395939,0.004179917,0.003241741,0.002211015,0.005765154,0.002745226,0.01068668],"category_scores_gemma":[0.1263666,0.001861662,0.00636172,0.003504216,0.001528398,0.001925984,0.003345668,0.004882771,0.0005286161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002153188,"about_ca_system_score_gemma":0.006278572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0400935,"about_ca_topic_score_gemma":0.0349592,"domain_scores_codex":[0.9372815,0.05556972,0.001466567,0.003255422,0.001342083,0.001084618],"domain_scores_gemma":[0.7893507,0.1956468,0.003863127,0.007120963,0.002788225,0.001230321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005607344,0.005746059,0.6399876,0.001656107,0.01927868,0.001504325,0.009298017,0.08527178,0.001484831,0.1050354,0.005836535,0.1192933],"study_design_scores_gemma":[0.002023059,0.005841703,0.07295782,0.0004584318,0.006696849,0.001100822,0.005185941,0.8157846,0.001443346,0.08227938,0.005968981,0.0002590361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4468606,0.0007361285,0.5390869,0.001895924,0.0006580926,0.004413247,0.002567326,0.0007485111,0.003033194],"genre_scores_gemma":[0.7318273,0.0002742428,0.2539451,0.000231981,0.00009441959,0.008891833,0.0009434043,0.00006896011,0.003722696],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05391738,"threshold_uncertainty_score":0.2851458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05570086628128754,"score_gpt":0.3016703463604144,"score_spread":0.2459694800791269,"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."}}