{"id":"W4320057848","doi":"10.1109/gem56474.2022.10017732","title":"Data Analysis and Friendship Prediction for Twitch Streamers","year":2022,"lang":"en","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Friendship; Computer science; Layer (electronics); Recommender system; Data mining; Social network analysis; Work (physics); Connection (principal bundle); Machine learning; World Wide Web; Social media; Engineering","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":[0.001531265,0.001055291,0.0007256548,0.003532016,0.0007207806,0.001023671,0.001387973,0.001090028,0.00177072],"category_scores_gemma":[0.006568399,0.0002302339,0.0007803221,0.002694538,0.0002721178,0.001440553,0.0006800474,0.0009912126,0.001698371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006563803,"about_ca_system_score_gemma":0.0006260844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02454677,"about_ca_topic_score_gemma":0.05506796,"domain_scores_codex":[0.9988111,0.0002183312,0.0001112012,0.0004322023,0.0003190053,0.0001082218],"domain_scores_gemma":[0.9974305,0.0008195793,0.0002184305,0.000716766,0.0006297939,0.000184888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001735784,0.001629342,0.3850985,0.001378429,0.001139216,0.001452093,0.001405463,0.04986163,0.02620784,0.005894464,0.1090443,0.415153],"study_design_scores_gemma":[0.0001559254,0.0007988766,0.2574312,0.0001481264,0.0002322583,0.001275473,0.001870037,0.6377288,0.02203611,0.00584194,0.07234788,0.0001334121],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7328843,0.002093191,0.06514794,0.0014631,0.0003377922,0.0007134601,0.1797926,0.009494462,0.008073174],"genre_scores_gemma":[0.6378161,0.0005496614,0.1205142,0.0001417071,0.000128059,0.0004240871,0.2333804,0.0001823743,0.006863514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02454677,"threshold_uncertainty_score":0.0488078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06011815824997815,"score_gpt":0.295978016420554,"score_spread":0.2358598581705759,"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."}}