{"id":"W2534122107","doi":"10.1145/2991893","title":"Design without a future","year":2016,"lang":"en","type":"article","venue":"interactions","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Scholarship; Diversity (politics); Psychological intervention; Intersection (aeronautics); Sociology; Engineering ethics; Design technology; Social media; Engineering; Computer science; Political science; Psychology; World Wide Web; Systems engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01803702,0.001205563,0.0007793612,0.001192061,0.004186166,0.0112244,0.002007306,0.006283259,0.05611482],"category_scores_gemma":[0.02374521,0.0006133263,0.001349803,0.000624284,0.01239252,0.01682447,0.007303349,0.008868806,0.02093666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004525099,"about_ca_system_score_gemma":0.006347352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001477882,"about_ca_topic_score_gemma":0.001871132,"domain_scores_codex":[0.9861233,0.008230795,0.0006661037,0.001777962,0.002665736,0.0005361185],"domain_scores_gemma":[0.9836403,0.005543885,0.0005462306,0.006205178,0.002494183,0.001570335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005141263,0.00004535933,0.0001770623,0.0004330759,0.00002298307,0.00009061822,0.001828913,0.0001982348,0.0003911135,0.7336698,0.1812532,0.08183818],"study_design_scores_gemma":[0.00001015593,0.00001994124,0.00002971513,0.0002476933,0.000007263113,0.00007774195,0.0003040364,0.00008854141,0.0001290219,0.04793011,0.9511474,0.000008404621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0015057,0.03888353,0.09953159,0.3797584,0.07394966,0.0003156496,0.0003527421,0.001562397,0.4041404],"genre_scores_gemma":[0.08937614,0.02474485,0.0700888,0.1102008,0.01328896,0.00114601,0.0004757053,0.001492923,0.6891859],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.05611482,"threshold_uncertainty_score":0.1877228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03278637961651738,"score_gpt":0.3060676428127569,"score_spread":0.2732812631962396,"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."}}