{"id":"W4293248785","doi":"10.1145/3559736.3559739","title":"Complexity column","year":2022,"lang":"en","type":"article","venue":"ACM SIGLOG News","topic":"Constraint Satisfaction and Optimization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Column (typography); Constraint satisfaction problem; Generalization; Constraint (computer-aided design); Computer science; Quarter (Canadian coin); Theoretical computer science; Mathematics; Artificial intelligence; Geography; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001497462,0.001653752,0.001407247,0.002267529,0.001942493,0.007744129,0.00217231,0.002423382,0.5108592],"category_scores_gemma":[0.01142241,0.0007125387,0.001393487,0.003477558,0.001274589,0.006510889,0.002760629,0.005488423,0.3433882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004500879,"about_ca_system_score_gemma":0.003660728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003284274,"about_ca_topic_score_gemma":0.00417051,"domain_scores_codex":[0.9965947,0.0003208712,0.0001996131,0.0005917438,0.001990792,0.0003022329],"domain_scores_gemma":[0.9918588,0.001853693,0.0003274218,0.001319089,0.003291373,0.001349632],"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":[0.00002071693,0.00002391619,0.00006289849,0.0001370304,0.000006768103,0.00001838965,0.000009346673,0.0001764429,0.0002595312,0.01215709,0.9306122,0.05651575],"study_design_scores_gemma":[0.000007142283,0.0000141952,0.0001505839,0.0000909747,0.000004289358,0.00007529304,0.00001503231,0.0002644907,0.000142372,0.01078622,0.9884399,0.000009435064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0009057563,0.01941457,0.01499523,0.09404953,0.1018515,0.0002116106,0.00829558,0.002640204,0.757636],"genre_scores_gemma":[0.01180922,0.02142077,0.007940191,0.03210264,0.053788,0.0003594409,0.01430982,0.002814081,0.8554558],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5108592,"threshold_uncertainty_score":0.6977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04491169681758451,"score_gpt":0.260486389094718,"score_spread":0.2155746922771335,"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."}}