{"id":"W4415274404","doi":"10.1145/3715070.3747339","title":"Fans to Friends: Human Connectedness and Social Belonging by Transnational Live streaming Platform Design","year":2025,"lang":"","type":"article","venue":"","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Social connectedness; Social media; The Internet; Live streaming; 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":[0.001671648,0.0003361938,0.000174838,0.000885264,0.001236611,0.003035153,0.0004393627,0.0004712401,0.009154303],"category_scores_gemma":[0.00636658,0.0001428802,0.0001765748,0.0003562793,0.001219085,0.002573376,0.001641882,0.0004808048,0.0003774256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005119709,"about_ca_system_score_gemma":0.0003473882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001525067,"about_ca_topic_score_gemma":0.003831344,"domain_scores_codex":[0.9991737,0.0004746226,0.00002523975,0.0001267763,0.0001252035,0.00007440077],"domain_scores_gemma":[0.9976688,0.001155722,0.0002906172,0.0001877116,0.0002437918,0.0004532431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002514515,0.001630852,0.4691058,0.0005143054,0.0002650642,0.0009751066,0.2703255,0.001705541,0.01805062,0.04019949,0.004759765,0.1899534],"study_design_scores_gemma":[0.0002556299,0.002559762,0.4677842,0.0002569091,0.000518248,0.001332154,0.4297598,0.02041399,0.006617364,0.03237747,0.03797332,0.0001511419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759254,0.00004413117,0.002918266,0.0001916649,0.0000234139,0.0000438337,0.00003655318,0.00003480173,0.02078194],"genre_scores_gemma":[0.9977901,0.00001701845,0.0007233376,0.0000187594,0.000004424671,0.00001985986,0.00002161427,0.00001288913,0.001392069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009154303,"threshold_uncertainty_score":0.03062415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02418892771053572,"score_gpt":0.3002414597265587,"score_spread":0.276052532016023,"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."}}