{"id":"W2943105313","doi":"10.1145/3290607.3312820","title":"Idea Bits","year":2019,"lang":"en","type":"article","venue":"","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Variety (cybernetics); Human–computer interaction; Set (abstract data type); Multimedia; Interaction 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002968919,0.00003531569,0.00003854489,0.00002864858,0.00001415473,0.00003233829,0.0002803394,0.00001130426,0.0004275912],"category_scores_gemma":[0.000004373574,0.00002734395,0.00002711837,0.00008081496,0.00000326549,0.0003761319,0.00008210825,0.00003276595,0.007860748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007435854,"about_ca_system_score_gemma":0.00001005656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001267995,"about_ca_topic_score_gemma":4.919949e-7,"domain_scores_codex":[0.9996702,0.000007610623,0.00004085813,0.0001213066,0.00006487777,0.0000951464],"domain_scores_gemma":[0.9997133,0.00002133011,0.00001230803,0.0001955985,0.00003762636,0.00001984707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001440334,0.00002456468,0.00472076,0.0000030402,0.00001080229,0.000004020131,0.000237054,0.000005032825,0.151012,0.825032,0.01726637,0.001682881],"study_design_scores_gemma":[0.0006939124,0.0003003064,0.1869778,0.00002375914,0.000003234051,0.00002938376,0.0002229643,0.02367729,0.6359857,0.005683293,0.1459101,0.0004922882],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09649168,0.00001136589,0.2474788,0.0006290959,0.0005831635,0.00006012851,2.44028e-7,0.00002081375,0.6547247],"genre_scores_gemma":[0.981711,7.283794e-7,0.001577887,0.001904247,0.00001268081,9.161099e-7,3.82547e-7,0.000001584906,0.01479058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8852193,"threshold_uncertainty_score":0.9929118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006237350382185741,"score_gpt":0.229086245682354,"score_spread":0.2228488953001683,"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."}}