{"id":"W4416088088","doi":"10.1177/10497323251389814","title":"Taking the Long View on Digital Culture and Mental Health: Principles From Critical Realism","year":2025,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Critical Realism in Sociology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Critical realism (philosophy of perception); Sociocultural evolution; Generative grammar; Digital media; Realism; Process (computing); Critical theory; Social media","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":[0.02751411,0.001131401,0.001325026,0.004372893,0.008479757,0.01634245,0.002897628,0.00644004,0.001731767],"category_scores_gemma":[0.02057008,0.0005477914,0.001142083,0.001525772,0.1224939,0.01457995,0.009726418,0.01356211,0.0004439197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01163168,"about_ca_system_score_gemma":0.009681927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004367963,"about_ca_topic_score_gemma":0.002941948,"domain_scores_codex":[0.9773558,0.01748234,0.0006110722,0.001429444,0.00243689,0.0006843929],"domain_scores_gemma":[0.9624813,0.03038484,0.001788841,0.001751325,0.002169159,0.00142444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009093422,0.00001281131,0.0001262926,0.0001104597,0.000008726097,0.00004673633,0.01271616,0.0002087802,0.00004552768,0.9829753,0.001616431,0.002123704],"study_design_scores_gemma":[0.0000136938,0.000008961939,0.00005609947,0.000200674,0.000004814474,0.00002623518,0.002433812,0.0001922216,0.00004662939,0.9820532,0.01495202,0.00001161236],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0221941,0.03662523,0.1134795,0.635664,0.003209349,0.0004503101,0.0001804425,0.0001097456,0.1880873],"genre_scores_gemma":[0.8624672,0.02040501,0.05080487,0.05204729,0.003974959,0.001721292,0.00009793026,0.000111287,0.008370102],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02751411,"threshold_uncertainty_score":0.1455103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.502272102106117,"score_gpt":0.6728439067997678,"score_spread":0.1705718046936509,"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."}}