{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001323557,0.000978495,0.0011187,0.002515263,0.001649705,0.007458034,0.001800395,0.001757779,0.7896928],"category_scores_gemma":[0.01011669,0.0004927123,0.0007291312,0.002869099,0.0006048653,0.00424625,0.002477906,0.003244669,0.7245606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001255254,"about_ca_system_score_gemma":0.002189207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001374488,"about_ca_topic_score_gemma":0.002892392,"domain_scores_codex":[0.9986745,0.000113551,0.00007700307,0.0002964872,0.0006489514,0.000189495],"domain_scores_gemma":[0.9924964,0.001050365,0.0004632967,0.0007301487,0.002545484,0.002714237],"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":[0.00001564251,0.000009840548,0.00004042643,0.00004743619,0.000001126769,0.00001071344,0.00000356188,0.00001749623,0.00008262145,0.0009658806,0.9837177,0.0150876],"study_design_scores_gemma":[0.000007111857,0.000008353461,0.0001498336,0.00005573912,0.000001395547,0.0000383561,0.00001243823,0.00004695912,0.0001024528,0.0009748227,0.9985984,0.000004187062],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0008128294,0.008820985,0.003101353,0.03783147,0.202196,0.0002490616,0.02153503,0.003449158,0.7220041],"genre_scores_gemma":[0.002506721,0.003582747,0.0006951373,0.008594166,0.02936878,0.00009543906,0.007826141,0.001634325,0.9456966],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.7896928,"threshold_uncertainty_score":0.2999777,"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."}}