{"id":"W4401359032","doi":"10.1145/3687256.3687259","title":"Semantics Column","year":2024,"lang":"en","type":"article","venue":"ACM SIGLOG News","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Column (typography); Semantics (computer science); Computer science; Programming language; Computer network","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002106765,0.0001109252,0.0001338469,0.00006262714,0.00007579198,0.000512785,0.00109686,0.0000760465,0.00002679638],"category_scores_gemma":[0.00009062559,0.00009035859,0.00007627557,0.0003819631,0.00003155764,0.0002588038,0.0003888019,0.000121959,0.001333896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002677701,"about_ca_system_score_gemma":0.00006926065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001768622,"about_ca_topic_score_gemma":0.00008523132,"domain_scores_codex":[0.9989585,0.00004352357,0.0001730218,0.0003539835,0.0001948729,0.0002760997],"domain_scores_gemma":[0.9988863,0.0001272922,0.00002961986,0.0008450001,0.00003240655,0.00007932018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[8.715009e-7,0.0000297842,0.001626713,0.00007296701,0.00003261543,0.0002071473,0.0009860607,0.000004712562,0.0003607567,0.7823043,0.07452676,0.1398473],"study_design_scores_gemma":[0.00009725677,0.00009076751,0.0002656616,0.000007956848,0.00000884001,0.00006359226,0.00004087373,0.004781242,0.0003597916,0.0934955,0.9005964,0.0001921044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003965175,0.003962947,0.9337834,0.006973268,0.007069553,0.0004506196,0.000001245676,0.001837216,0.04195662],"genre_scores_gemma":[0.987414,0.0000388119,0.006439643,0.0004525007,0.000353948,0.00001574191,0.00000228871,0.00001163306,0.005271408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9834489,"threshold_uncertainty_score":0.9994437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03072058701398835,"score_gpt":0.2712612910600725,"score_spread":0.2405407040460842,"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."}}