{"id":"W4205254420","doi":"10.1007/978-0-387-68852-7_2","title":"Typing text","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Typing; Computer science; Natural language processing; Speech recognition","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":[0.0003685436,0.0002062721,0.0002173758,0.0002330065,0.0001256816,0.0002802464,0.0007623002,0.0001719605,0.0006119943],"category_scores_gemma":[0.00002118312,0.0001830482,0.00008753288,0.00004015417,0.00002901569,0.0004711039,0.000301743,0.0002260402,0.001509174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003992604,"about_ca_system_score_gemma":0.00008138987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001221219,"about_ca_topic_score_gemma":0.000001080555,"domain_scores_codex":[0.9988266,0.000002306208,0.0004804741,0.0002244747,0.0002578181,0.0002082799],"domain_scores_gemma":[0.9989046,0.00006556164,0.0003329811,0.0004749199,0.0001460198,0.00007595726],"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":[1.543414e-7,0.000001934951,1.496717e-7,0.00006707467,0.0000066859,0.000001381424,0.0003221863,0.000003915976,2.557221e-7,0.8642977,0.003913985,0.1313845],"study_design_scores_gemma":[0.00007852044,0.00001312256,0.000001202291,0.0002650172,0.000004873853,0.00003263806,0.000008462582,0.06301011,0.00004368601,0.1897591,0.7464072,0.000376087],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.720331e-7,0.00007318189,0.4872421,0.0000430477,0.0001968414,0.00004210779,1.409019e-7,0.0001831969,0.5122193],"genre_scores_gemma":[0.0001723694,0.00002166966,0.1688524,0.001516721,0.0001816959,5.741226e-7,0.000002715541,0.00001792397,0.8292339],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7424932,"threshold_uncertainty_score":0.9992683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04578289951108164,"score_gpt":0.2629801683962019,"score_spread":0.2171972688851203,"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."}}