{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005308163,0.0009593853,0.002497972,0.001862226,0.01316994,0.01302547,0.005640025,0.07812835,0.02990524],"category_scores_gemma":[0.02644223,0.001671238,0.002476765,0.001378122,0.00354535,0.004229579,0.004769736,0.0394144,0.02049191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006897604,"about_ca_system_score_gemma":0.02534701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05747224,"about_ca_topic_score_gemma":0.1779928,"domain_scores_codex":[0.9927928,0.00056761,0.0005772396,0.001129994,0.002725157,0.002207216],"domain_scores_gemma":[0.9887706,0.005882616,0.0004612716,0.0004430026,0.002543389,0.001899136],"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":[0.00003789856,0.00006156966,0.0002412746,0.00005095224,0.00003300257,0.0007986848,0.0002216716,0.00006862097,0.0001987901,0.008766112,0.9865725,0.002948797],"study_design_scores_gemma":[0.00007367149,0.00003819458,0.001678911,0.000264024,0.00007542482,0.000266473,0.0005463852,0.000283944,0.0004009686,0.00532021,0.9909652,0.00008663124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.002679202,0.002959116,0.000225382,0.8457778,0.06727898,0.0001632182,0.0005544294,0.0001841368,0.08017776],"genre_scores_gemma":[0.008101172,0.0009486876,0.0003203848,0.7924668,0.01578863,0.0002420329,0.0001161202,0.00008815422,0.181928],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.07812835,"threshold_uncertainty_score":0.1142754,"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."}}