{"id":"W6987704619","doi":"","title":"Three Essays on Social Distinction and User Behaviors on Digital Platforms","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Social media; The Internet; Focus (optics); Social relation","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":[0.003866578,0.0004289142,0.0003128931,0.001240727,0.005412439,0.00412975,0.0006791141,0.002684627,0.007807721],"category_scores_gemma":[0.0199206,0.0001989138,0.0002977662,0.001884779,0.005409452,0.004888854,0.002847683,0.004612299,0.001008083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002621977,"about_ca_system_score_gemma":0.002163207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004207667,"about_ca_topic_score_gemma":0.006910043,"domain_scores_codex":[0.9983546,0.00084299,0.00007193044,0.0001520466,0.0004083466,0.0001700439],"domain_scores_gemma":[0.969361,0.02512952,0.001071328,0.0005463841,0.002283236,0.001608497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001356381,0.0005055064,0.01584454,0.0005231004,0.00002936265,0.0004246547,0.2307141,0.0001480564,0.0005672182,0.2272648,0.4489765,0.07486652],"study_design_scores_gemma":[0.00003634585,0.00007319147,0.04968564,0.001331233,0.00002414195,0.0002611768,0.2029937,0.0002154576,0.0005379959,0.04733682,0.6974636,0.00004082431],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1572033,0.02331621,0.002524363,0.5050495,0.01251677,0.000127341,0.0004448957,0.00002941396,0.2987883],"genre_scores_gemma":[0.7704912,0.02046125,0.001300985,0.03337701,0.005377971,0.0003905897,0.0004450241,0.0001296571,0.1680264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007807721,"threshold_uncertainty_score":0.02611947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0241891782141468,"score_gpt":0.2936337321054808,"score_spread":0.269444553891334,"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."}}