{"id":"W3155832955","doi":"10.1145/3449132","title":"StreamSketch","year":2021,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Digital Games and Media","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Affordance; Interactivity; Computer science; Multimedia; Live streaming; Modality (human–computer interaction); Key (lock); Modalities; Human–computer interaction; Process (computing); Space (punctuation); Formative assessment; World Wide Web; Psychology; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001654584,0.0000788473,0.0001108784,0.00004135591,0.000121556,0.0001702241,0.0006409425,0.0000488003,0.0001046739],"category_scores_gemma":[0.0003888823,0.00006162104,0.0001163695,0.0001791609,0.00007607638,0.0003898971,0.000292652,0.00014327,0.0000251775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007668172,"about_ca_system_score_gemma":0.00003312122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004570664,"about_ca_topic_score_gemma":0.00004755962,"domain_scores_codex":[0.9991722,0.000009829163,0.0001629177,0.0001857172,0.0003109985,0.0001583299],"domain_scores_gemma":[0.9992685,0.00006370905,0.0001510361,0.0001807443,0.0002853468,0.00005069661],"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":[0.00006104867,0.0007138756,0.005695327,0.0001135627,0.0001217214,0.000003599686,0.02903767,0.00001550424,0.02096389,0.1361322,0.09816744,0.7089742],"study_design_scores_gemma":[0.0004197922,0.000195866,0.01020808,0.0005162169,0.00003766859,0.00001037881,0.007278381,0.0000747656,0.08897496,0.01734933,0.8746604,0.0002741701],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7223833,0.000009460909,0.000004178937,0.00308257,0.001213648,0.00008853855,0.000001145058,0.00004330282,0.2731738],"genre_scores_gemma":[0.9826597,0.00001458783,0.0005856101,0.0004080417,0.000780258,0.000005584933,0.000001355315,0.000008888795,0.01553597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.776493,"threshold_uncertainty_score":0.2512833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05995711704533049,"score_gpt":0.356367323382279,"score_spread":0.2964102063369485,"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."}}