{"id":"W1503227914","doi":"10.1142/4802","title":"Words, Semigroups, and Transductions","year":2001,"lang":"en","type":"book","venue":"WORLD SCIENTIFIC eBooks","topic":"DNA and Biological Computing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Psychology","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":[0.000323913,0.0002674814,0.0002299718,0.0001397401,0.0003646409,0.0001625198,0.0002568382,0.0002577648,0.00006918341],"category_scores_gemma":[0.000009487609,0.0002302646,0.000146809,0.0000652633,0.0005487038,0.000001270081,0.0001634215,0.0002637383,0.00002488129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002008773,"about_ca_system_score_gemma":0.0001283996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001326475,"about_ca_topic_score_gemma":0.0006045027,"domain_scores_codex":[0.9983916,0.00004095129,0.0002483012,0.0008208282,0.0001686899,0.0003295722],"domain_scores_gemma":[0.9992578,0.00001569419,0.00009742565,0.0004329977,0.00006034943,0.0001357048],"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":[0.00005444353,0.0000600669,0.000173959,0.00009909247,0.0001590211,0.00003482337,0.0001587046,0.000005947206,0.1526931,0.003574059,0.793404,0.04958281],"study_design_scores_gemma":[0.0001321051,0.00005383985,0.00002250432,0.00005832074,0.00003186184,0.00002618799,0.000009232133,0.000005463758,0.002269673,0.001452251,0.9956372,0.0003013423],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01100823,0.001558419,0.0002401113,0.00006952567,0.001169152,0.0002617633,0.0000460089,0.00005006296,0.9855967],"genre_scores_gemma":[0.01612246,0.00001146858,0.000281155,0.000151799,0.0007473783,0.000009592512,0.0003848898,0.00002645577,0.9822648],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2022332,"threshold_uncertainty_score":0.938992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542894207527312,"score_gpt":0.2303855321048666,"score_spread":0.2149565900295935,"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."}}