{"id":"W4293462114","doi":"10.1561/1100000085","title":"Modes of Uncertainty in HCI","year":2022,"lang":"en","type":"article","venue":"Foundations and Trends® in Human–Computer Interaction","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[0.0002901912,0.00004971047,0.00009680526,0.0006329624,0.000328827,0.00002752848,0.0001657655,0.00003287671,0.001023469],"category_scores_gemma":[0.00001355892,0.00005798629,0.00002528831,0.0004548934,0.000107695,0.0001766942,0.0001197087,0.0002111088,0.000001812586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000156966,"about_ca_system_score_gemma":0.00001929486,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00719821,"about_ca_topic_score_gemma":0.01988514,"domain_scores_codex":[0.9992263,0.0002059656,0.0002287737,0.0001318976,0.0001065404,0.0001004786],"domain_scores_gemma":[0.9996033,0.0001099366,0.00009558078,0.0001455773,0.00002802581,0.0000175847],"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":[0.00002850383,0.0006443169,0.01367568,0.000007808709,0.00002061509,0.000002659977,0.02456746,0.01241563,0.0003289413,0.4131653,0.0006178347,0.5345253],"study_design_scores_gemma":[0.00327554,0.0004155986,0.1679372,0.00008929262,0.00002501251,0.00001390795,0.02788292,0.2840765,0.0001054221,0.03855548,0.4769781,0.00064504],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786616,0.00003420933,0.0004972429,0.002015326,0.000341433,0.0001132831,0.000005992862,0.00005260824,0.01827833],"genre_scores_gemma":[0.9989418,0.0000220776,0.000549271,0.00003577943,0.00003082816,0.00005291659,0.00005951823,0.000003453323,0.0003043555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5338802,"threshold_uncertainty_score":0.9998897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06597583286604947,"score_gpt":0.3987217597260813,"score_spread":0.3327459268600318,"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."}}