{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006210853,0.0002991997,0.0003932655,0.0001316433,0.0004150216,0.00007471431,0.0009520776,0.00008159363,0.00309088],"category_scores_gemma":[0.0001119029,0.0003216308,0.0002255395,0.0004434201,0.00008897281,0.0001878007,0.0002985757,0.0005332197,0.0003053771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001347692,"about_ca_system_score_gemma":0.00003179412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002224458,"about_ca_topic_score_gemma":0.0001537013,"domain_scores_codex":[0.9979645,0.0004437355,0.0004064554,0.000327747,0.0003359153,0.0005216707],"domain_scores_gemma":[0.9981747,0.0004010856,0.00007969599,0.001146041,0.00002079776,0.0001777116],"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":[0.0007861384,0.0008122534,0.02557173,0.0006703699,0.001433798,0.0004478761,0.01369227,0.04231329,0.08927307,0.3904832,0.353395,0.08112099],"study_design_scores_gemma":[0.001630125,0.0003540925,0.004977931,0.00003974329,0.0001017212,0.0001379148,0.007303645,0.002131168,0.004365695,0.177191,0.8003522,0.001414753],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9384562,0.001028253,0.0008092495,0.0003056925,0.00252667,0.0006651937,0.0001277082,0.00115701,0.05492397],"genre_scores_gemma":[0.9971659,0.00002324989,0.000167905,0.0005549875,0.0002474631,0.0001470785,0.00005123824,0.00008426981,0.001557971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4469571,"threshold_uncertainty_score":0.9999236,"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."}}