{"id":"W4224209627","doi":"10.1145/3532737.3532746","title":"Guest Column","year":2022,"lang":"en","type":"article","venue":"ACM SIGACT News","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Perspective (graphical); Communication complexity; Theoretical computer science; Column (typography); Circuit complexity; Upper and lower bounds; Computational complexity theory; Mathematics; Algorithm; Artificial intelligence; Electronic circuit","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":[0.0002052309,0.00009614488,0.0001177803,0.00008527056,0.0004851295,0.0001246825,0.002583975,0.00001781058,0.0003321547],"category_scores_gemma":[0.0000747308,0.0001064023,0.00008350766,0.0005930885,0.00003447934,0.0002451842,0.002240211,0.0002338652,0.0001064953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004466045,"about_ca_system_score_gemma":0.00005962556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002038682,"about_ca_topic_score_gemma":0.00003921583,"domain_scores_codex":[0.9988455,0.00009156709,0.0001507023,0.000318801,0.0003345629,0.0002588432],"domain_scores_gemma":[0.9984769,0.0001648649,0.00005751459,0.001199299,0.00002062272,0.00008079254],"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":[0.00002023029,0.0006229029,0.005997142,0.00001841394,0.00007186808,0.0003097787,0.003410376,0.0003285986,0.002014665,0.2417103,0.4147172,0.3307786],"study_design_scores_gemma":[0.0003022474,0.0001944226,0.001990615,0.000002695215,0.000003561839,0.00006021641,0.0001211269,0.004660855,0.0004986119,0.04506114,0.9468485,0.0002559679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3852271,0.002815151,0.3049326,0.08805671,0.04721248,0.002722662,0.0001731575,0.005728966,0.1631313],"genre_scores_gemma":[0.9165007,0.00002702891,0.07269835,0.006579794,0.0007094094,0.0001310912,0.00001608045,0.00002368443,0.003313873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5321314,"threshold_uncertainty_score":0.4801711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02997993845767251,"score_gpt":0.2524561424002102,"score_spread":0.2224762039425377,"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."}}