{"id":"W2345510393","doi":"10.1145/2851581.2892538","title":"BITxBIT","year":2016,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Robert Wood Johnson Foundation","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002438205,0.0007333911,0.0006751267,0.001835007,0.001835303,0.004606702,0.001565298,0.001548019,0.2947963],"category_scores_gemma":[0.006388505,0.0005117345,0.0003954087,0.001502921,0.0008751183,0.003877026,0.003914127,0.001918102,0.1784636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008613868,"about_ca_system_score_gemma":0.001370275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001811275,"about_ca_topic_score_gemma":0.002649281,"domain_scores_codex":[0.9975755,0.0006829163,0.0001723228,0.0003835906,0.0009761309,0.0002096463],"domain_scores_gemma":[0.9960717,0.001018777,0.0002273412,0.001122144,0.001130099,0.0004299544],"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":[0.001394118,0.0006469887,0.00370431,0.001197644,0.00002891983,0.0003529525,0.001293952,0.000400531,0.01321293,0.07005503,0.3545431,0.5531695],"study_design_scores_gemma":[0.00007249049,0.0001773572,0.002320671,0.0002142321,0.0000160599,0.0002803991,0.0001639429,0.0009947496,0.00419826,0.005123583,0.9863946,0.00004365018],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02225413,0.002103967,0.08984257,0.005237686,0.004173064,0.001958237,0.01423237,0.03654347,0.8236545],"genre_scores_gemma":[0.07135679,0.001661507,0.1056499,0.004471573,0.0005834183,0.003390346,0.02429942,0.008680229,0.7799069],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2947963,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01280588748968473,"score_gpt":0.2436598250482734,"score_spread":0.2308539375585887,"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."}}