{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005888574,0.0008800325,0.0009386243,0.003762535,0.00201504,0.008450016,0.001399424,0.001341576,0.5739163],"category_scores_gemma":[0.005726855,0.0005615031,0.0007114605,0.005272078,0.000984225,0.006344907,0.002505556,0.003806294,0.2994326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003433376,"about_ca_system_score_gemma":0.002822354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003100379,"about_ca_topic_score_gemma":0.005816587,"domain_scores_codex":[0.9985821,0.00008284363,0.00007956494,0.0003281686,0.0007675394,0.0001597846],"domain_scores_gemma":[0.9959604,0.0006347948,0.0002273371,0.0007545653,0.001410099,0.001012754],"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":[0.00001985549,0.00001636012,0.00009687299,0.0001328495,0.000006383309,0.00002333942,0.00002766929,0.000108048,0.0003816578,0.03554983,0.9152957,0.04834147],"study_design_scores_gemma":[0.00000254734,0.000005028322,0.000208302,0.00004827744,0.000001966042,0.00005368763,0.00001857993,0.00008481192,0.0001177901,0.008567339,0.9908866,0.000005222069],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001078242,0.008816852,0.006601263,0.02092181,0.01760877,0.000105781,0.01944108,0.002500558,0.9229256],"genre_scores_gemma":[0.01449297,0.008159051,0.003526615,0.006733388,0.01016137,0.0001361095,0.024051,0.001753852,0.9309856],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5739163,"threshold_uncertainty_score":0.6077566,"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."}}