{"id":"W4234560758","doi":"10.1090/crmm/017","title":"Acyclic Models","year":2002,"lang":"en","type":"book","venue":"CRM monograph series","topic":"","field":"","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001714144,0.00111258,0.001085647,0.001288236,0.0003201328,0.0002823641,0.0009484297,0.0009888363,0.001080124],"category_scores_gemma":[0.00001690503,0.001169199,0.0008336509,0.0005117352,0.0009877078,0.001200041,0.000262027,0.0009596365,0.008132543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002010848,"about_ca_system_score_gemma":0.0001680634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001466959,"about_ca_topic_score_gemma":0.00004990976,"domain_scores_codex":[0.9965842,0.00007215671,0.0007022053,0.0009993991,0.0007364077,0.0009056789],"domain_scores_gemma":[0.9972358,0.00006117916,0.0005101284,0.001684483,0.0001989006,0.0003094519],"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":[0.0001090932,0.00008615973,0.00004558195,0.0002192174,0.0005405655,0.00009950982,0.001265715,0.000230475,0.00005021735,0.06982595,0.9254169,0.002110548],"study_design_scores_gemma":[0.000281465,0.0001073308,0.00002832949,0.0002383999,0.00023965,0.00004517101,0.00006348972,0.0001775827,0.00005461623,0.2346075,0.7630373,0.001119158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002306858,0.009682491,0.00005820416,0.00005776923,0.0005557407,0.0006915167,0.0007811305,0.001618389,0.9863241],"genre_scores_gemma":[0.001362512,0.002513523,0.0006821061,0.0001263837,0.0005819172,0.0001958681,0.0007447542,0.0008518173,0.9929411],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1647816,"threshold_uncertainty_score":0.999833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04101373844901026,"score_gpt":0.2181314350370319,"score_spread":0.1771176965880217,"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."}}