{"id":"W1974476996","doi":"10.1145/2702613.2724724","title":"Technology Transfer of HCI Research Innovations","year":2015,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Autodesk (Canada); University of Waterloo","funders":"","keywords":"Face (sociological concept); Technology transfer; Field (mathematics); Knowledge management; Computer science; Engineering ethics; Business; Engineering; 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":[0.0008368994,0.00006388639,0.000106229,0.001662154,0.00006880773,0.00001975184,0.0008623996,0.0001505783,0.00003418072],"category_scores_gemma":[0.0002588419,0.00005764645,0.00001433771,0.004912273,0.0003121911,0.0004004584,0.0001980442,0.000426097,0.0001515811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007235257,"about_ca_system_score_gemma":0.0001455075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002185492,"about_ca_topic_score_gemma":0.00001888764,"domain_scores_codex":[0.9989586,0.00004848561,0.0002543353,0.0002264018,0.0002901811,0.0002219538],"domain_scores_gemma":[0.9972938,0.00005246605,0.00002585722,0.0005572695,0.002050957,0.00001963451],"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":[0.000002646431,0.00005397593,0.0003714767,0.000002029287,0.000008241814,0.000002448918,0.0002406477,0.000001970684,0.0212043,0.9670921,0.004463652,0.006556539],"study_design_scores_gemma":[0.0004983378,0.000488301,0.0004863401,0.00001697462,0.000001523855,0.00004590649,0.00084529,0.00200406,0.6219476,0.3354342,0.03808042,0.0001511065],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2088451,0.00001606467,0.726006,0.01332325,0.0002418929,0.000161224,6.791937e-7,0.0003845508,0.05102124],"genre_scores_gemma":[0.9711206,8.101022e-7,0.02766837,0.00009177959,0.00001404395,0.00002715934,9.713375e-7,0.000004661817,0.001071616],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7622755,"threshold_uncertainty_score":0.2360184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1969941030075878,"score_gpt":0.412077622293323,"score_spread":0.2150835192857352,"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."}}