{"id":"W2116601704","doi":"10.1145/3532737.3532745","title":"SIGACT News Complexity Theory Column 112","year":2022,"lang":"en","type":"article","venue":"ACM SIGACT News","topic":"graph theory and CDMA systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blame; Column (typography); Completeness (order theory); Bit (key); Computer science; Operations research; Psychology; Mathematics; Telecommunications; Computer security; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002813165,0.002256779,0.001456173,0.002857397,0.003686658,0.01193384,0.00170084,0.003793733,0.3335015],"category_scores_gemma":[0.009213739,0.001013995,0.001224007,0.003387225,0.001357588,0.005869917,0.002114251,0.006943341,0.1883954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006281151,"about_ca_system_score_gemma":0.004439464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01838673,"about_ca_topic_score_gemma":0.03430089,"domain_scores_codex":[0.997253,0.0003728592,0.0001364912,0.0003686993,0.00158054,0.0002884321],"domain_scores_gemma":[0.9926461,0.001712558,0.0002890574,0.0009894399,0.003152112,0.001210666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005790417,0.000007451376,0.00001945018,0.00001925341,0.000001725979,0.00000572018,0.000002796532,0.00002819467,0.00001465767,0.001574278,0.9941161,0.004204613],"study_design_scores_gemma":[0.00001387995,0.000009599271,0.0002132626,0.00006232897,0.00000464314,0.00002279169,0.00002052639,0.0002192984,0.00008996837,0.002807506,0.9965292,0.000007103214],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008156893,0.01097331,0.004527991,0.1463824,0.09526317,0.0001454379,0.01313192,0.002617185,0.7261429],"genre_scores_gemma":[0.00738422,0.007976718,0.002084985,0.01824621,0.03519519,0.0002342725,0.009665887,0.001649877,0.9175625],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3335015,"threshold_uncertainty_score":0.9506793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02750123540892304,"score_gpt":0.2247213540626842,"score_spread":0.1972201186537612,"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."}}