{"id":"W2771060652","doi":"10.1080/23268263.2017.1402557","title":"VASTA President’s note","year":2017,"lang":"en","type":"article","venue":"Voice and Speech Review","topic":"Legal Cases and Commentary","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Aeronautics; Engineering","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":[0.0001483337,0.00007865835,0.0002384968,0.00001085099,0.0001364015,0.0000447074,0.00008974221,0.00002015055,0.0002550889],"category_scores_gemma":[0.0001143171,0.00005541092,0.00006993908,0.00001731894,0.00002975336,0.0001081122,0.00008548531,0.00009380049,0.000146664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009646425,"about_ca_system_score_gemma":0.00002046617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003568163,"about_ca_topic_score_gemma":0.00003808949,"domain_scores_codex":[0.9994944,0.00001310312,0.0001281649,0.0001354084,0.0001190353,0.0001099373],"domain_scores_gemma":[0.9992877,0.00001943868,0.00006697213,0.0005035262,0.00002488733,0.00009753637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003740263,0.00009539845,0.0159478,0.008088506,0.00006360834,0.0006586586,0.00003593777,4.763711e-9,0.0007196302,0.0002393888,0.1813241,0.7927896],"study_design_scores_gemma":[0.0003136085,0.00008958264,0.03363499,0.004683834,0.0002704562,0.000262239,0.000002975935,0.000003612514,0.0002444486,0.00004030369,0.9603683,0.00008562156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.09629454,0.7309256,0.00003497701,0.1180203,0.0003483829,0.001271784,0.00001841994,0.00006582355,0.05302019],"genre_scores_gemma":[0.1279098,0.8146641,0.001341962,0.0464932,0.000600318,0.00002537377,0.00001964788,0.00002606661,0.008919576],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.792704,"threshold_uncertainty_score":0.2793045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03659710857109349,"score_gpt":0.3595330608774577,"score_spread":0.3229359523063642,"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."}}