{"id":"W4396981007","doi":"10.1145/3665453.3665458","title":"Complexity Column","year":2024,"lang":"en","type":"article","venue":"ACM SIGLOG News","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Column (typography); Computer science; Telecommunications","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":[0.0002029652,0.0001480134,0.0001648084,0.000121525,0.0001692215,0.0005070706,0.002002692,0.00006033671,0.0001823113],"category_scores_gemma":[0.00009595748,0.0001403011,0.0001293469,0.0007615176,0.0001439266,0.0004516475,0.0009422669,0.0002337253,0.0007197949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003629375,"about_ca_system_score_gemma":0.00007669826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002133303,"about_ca_topic_score_gemma":0.0001480011,"domain_scores_codex":[0.9986479,0.00005999328,0.0002043497,0.0004991279,0.0002559789,0.0003326222],"domain_scores_gemma":[0.9983402,0.0002847146,0.00002499329,0.001202164,0.00003505487,0.0001128273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001652147,0.00004346932,0.0002778708,0.0000294227,0.00002727614,0.0001067208,0.0004030656,0.00000627739,0.0002337227,0.7261569,0.06667213,0.2060415],"study_design_scores_gemma":[0.0001264547,0.00007487593,0.001936339,0.00003609841,0.00000634296,0.00006242481,0.00002194954,0.0365044,0.0003037406,0.5631568,0.3975106,0.0002600322],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01670816,0.003279226,0.890777,0.0267265,0.00695257,0.0004999855,0.00003472851,0.003440442,0.0515814],"genre_scores_gemma":[0.6440212,0.0001213922,0.3482917,0.003596322,0.0007771952,0.000045241,0.00001640776,0.00003288128,0.003097703],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.627313,"threshold_uncertainty_score":0.9251748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06455749615922264,"score_gpt":0.2977449406978264,"score_spread":0.2331874445386037,"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."}}