{"id":"W4412045065","doi":"10.1145/3715668.3734164","title":"Expanding Historical Approaches to Speculative Design","year":2025,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Speculative multithreading; Programming language; Multithreading","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":[0.0001881647,0.00008501549,0.0001026474,0.000394742,0.0001013918,0.00005090476,0.0004541459,0.00005760301,0.00002116713],"category_scores_gemma":[0.00008124956,0.00007621848,0.00002372576,0.0008891492,0.000017479,0.0002602395,0.0002207785,0.0001365141,0.00009518802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007247544,"about_ca_system_score_gemma":0.00003228974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001070811,"about_ca_topic_score_gemma":0.000002308096,"domain_scores_codex":[0.9992653,0.00004432139,0.0001438553,0.0003010121,0.00009003433,0.0001555415],"domain_scores_gemma":[0.9995165,0.00008856678,0.00003248833,0.0002908883,0.00005270023,0.0000188677],"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":[0.000005468718,0.0000306445,0.0001454874,0.000001781483,0.00001487769,0.000003651748,0.0004181732,0.0000765606,0.002806283,0.9729809,0.01346868,0.01004747],"study_design_scores_gemma":[0.0006263509,0.0004209779,0.004920215,0.00008160072,0.0000136162,0.00002340451,0.0004549624,0.06511115,0.6289059,0.2522022,0.04651571,0.0007239043],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001983824,0.000008961594,0.9411314,0.005795594,0.0004941187,0.0001645726,3.770005e-8,0.0002834007,0.05013806],"genre_scores_gemma":[0.6485754,1.72951e-7,0.3404316,0.0005856813,0.00002041734,0.0000366698,1.795881e-7,0.000002804395,0.01034712],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7207787,"threshold_uncertainty_score":0.3108099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2323887654097481,"score_gpt":0.3100769640850321,"score_spread":0.07768819867528398,"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."}}