{"id":"W2346036600","doi":"10.1145/2851581.2892427","title":"TwitchViz","year":2016,"lang":"en","type":"article","venue":"","topic":"Digital Games and Media","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Multimedia; Live streaming; Human–computer interaction; Visualization; Game design; Artificial intelligence","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":[0.0008357196,0.00128375,0.0005320251,0.001420115,0.0004910476,0.001696026,0.001579942,0.0008002224,0.06170298],"category_scores_gemma":[0.004457126,0.0007115988,0.0007060778,0.0006916799,0.0003791868,0.002985195,0.003069698,0.001233057,0.01451731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003702029,"about_ca_system_score_gemma":0.0005748675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002233595,"about_ca_topic_score_gemma":0.00353118,"domain_scores_codex":[0.9994943,0.000067955,0.00003120082,0.0001118748,0.0002152902,0.00007929809],"domain_scores_gemma":[0.9988939,0.0004828817,0.00008835069,0.0002056506,0.0001992964,0.0001298587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003113211,0.0002596755,0.005419077,0.002110057,0.0001521194,0.0005930414,0.004348356,0.002174804,0.05583118,0.03220496,0.4158,0.4779935],"study_design_scores_gemma":[0.0003943646,0.0005357235,0.00999677,0.0003952329,0.0001273204,0.0009618876,0.0006695975,0.02269218,0.03093946,0.01453224,0.9185713,0.0001839201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.05350524,0.002032978,0.348242,0.001118063,0.0007456687,0.001477102,0.02906781,0.4048353,0.1589757],"genre_scores_gemma":[0.3200943,0.002472043,0.3014118,0.001249055,0.0002926867,0.00309301,0.05706034,0.0735954,0.2407314],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06170298,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02174207039960003,"score_gpt":0.2976203270890701,"score_spread":0.2758782566894701,"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."}}