{"id":"W4255700447","doi":"10.1145/3467001.3467002","title":"Verification column","year":2021,"lang":"en","type":"article","venue":"ACM SIGLOG News","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Duration (music); Column (typography); Computer science; Quarter (Canadian coin); Field (mathematics); State (computer science); Work (physics); Mathematics; Engineering; Algorithm; Telecommunications; Mechanical engineering; Art; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002934827,0.0008966762,0.0009019626,0.002176701,0.002248536,0.007192028,0.001959947,0.002970223,0.6642278],"category_scores_gemma":[0.01572347,0.000754029,0.00108413,0.001374744,0.0009681761,0.00633386,0.002094519,0.003761105,0.4555643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002565865,"about_ca_system_score_gemma":0.003588608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005318099,"about_ca_topic_score_gemma":0.007580257,"domain_scores_codex":[0.9959739,0.0004351439,0.0002600856,0.0006860241,0.002270255,0.0003746251],"domain_scores_gemma":[0.9889973,0.002051866,0.0003111654,0.00204997,0.005781321,0.0008083966],"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":[0.00003556252,0.00001310245,0.00007632455,0.00006183433,0.000004578137,0.00003377647,0.0000149246,0.00007543426,0.0003108228,0.01246044,0.9606352,0.02627801],"study_design_scores_gemma":[0.00001016299,0.000009505362,0.00009785985,0.00004987983,0.000003530106,0.00005914323,0.00001723413,0.0002041698,0.0005221861,0.003919938,0.9950983,0.000008113327],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005959263,0.001960793,0.012569,0.04431001,0.04909224,0.0002154473,0.01406397,0.008885751,0.8683069],"genre_scores_gemma":[0.01095357,0.001353105,0.003066947,0.01361682,0.006279432,0.000103212,0.01138927,0.002752472,0.9504851],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6642278,"threshold_uncertainty_score":0.4789382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.230048888147719,"score_gpt":0.4573298102679942,"score_spread":0.2272809221202753,"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."}}