{"id":"W7082019352","doi":"10.1108/intr-07-2023-0579","title":"When social media facilitates the dark side of consumer–human brand relationships: an investigation into social media-induced sleep problems","year":2025,"lang":"en","type":"article","venue":"Internet Research","topic":"Archaeology and Natural History","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Winnipeg","funders":"","keywords":"Great Rift; Social media; Structural equation modeling; Perspective (graphical); Unintended consequences; Sleep (system call)","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.006654922,0.0001085977,0.0002033685,0.0003128177,0.00201486,0.00002018336,0.0007493536,0.0003379684,0.0001593666],"category_scores_gemma":[0.004484536,0.00008874515,0.00007379014,0.0004993962,0.00577711,0.0002740207,0.0002185624,0.001178752,0.00003382732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002700368,"about_ca_system_score_gemma":0.0004551065,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01303089,"about_ca_topic_score_gemma":0.2001848,"domain_scores_codex":[0.9939846,0.004198507,0.0003579483,0.0002968128,0.0007676756,0.0003944276],"domain_scores_gemma":[0.9945188,0.004614089,0.0001001627,0.0001580866,0.0005124432,0.00009640095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007894434,0.00003361908,0.010186,0.00004046293,0.00005831582,0.000002086565,0.8810565,4.506272e-7,0.003045672,0.05989306,0.01982393,0.0257809],"study_design_scores_gemma":[0.0004908448,0.00006160713,0.04521839,0.00006290574,0.00002418664,2.943424e-7,0.04076972,0.00005296373,0.001448662,0.89965,0.01205746,0.0001629471],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823744,0.0008648858,0.00002381132,0.008382454,0.0003299379,0.0004105475,0.00001280334,0.00005223239,0.007548899],"genre_scores_gemma":[0.9979374,0.00003406102,0.00009412613,0.00005196275,0.0002421095,0.00004219303,0.00004920517,0.000007725908,0.00154119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8402869,"threshold_uncertainty_score":0.9992844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1559255106314754,"score_gpt":0.4041516078891344,"score_spread":0.248226097257659,"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."}}