{"id":"W2124073677","doi":"10.1067/s0892-1997(03)00009-2","title":"Change in singing voice production, objectively measured","year":2003,"lang":"en","type":"article","venue":"Journal of Voice","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Allison University","funders":"","keywords":"Singing; Articulatory phonetics; Glottis; Acoustics; Phonation; Linguistics; Physics","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":[0.0006345313,0.00009164981,0.0002046565,0.0001323613,0.0001759961,0.0001111928,0.00009069676,0.00002358779,0.0002919193],"category_scores_gemma":[0.0007584142,0.00006807913,0.00006720418,0.00008316299,0.00009176768,0.000389269,0.00001787307,0.0001999397,0.00004921126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009364168,"about_ca_system_score_gemma":0.00002614852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008939081,"about_ca_topic_score_gemma":0.0005403741,"domain_scores_codex":[0.9991252,0.00009821276,0.0002639689,0.00009897703,0.0002417019,0.0001718797],"domain_scores_gemma":[0.9992338,0.0000635687,0.0002296871,0.00005407486,0.0003806624,0.00003819212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006766898,0.003935719,0.06358735,0.0003062772,0.001114559,0.0007727371,0.5737912,0.0002496456,0.004681801,0.2508441,0.06518597,0.03485402],"study_design_scores_gemma":[0.0005749315,0.0002352893,0.01947169,0.0001217544,0.00005047942,0.00004380833,0.009591892,0.000003729164,0.0002378534,0.001907553,0.967582,0.0001790166],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8621218,0.001980254,0.00001281686,0.002649834,0.004006057,0.0002457392,0.000003049575,0.00002906641,0.1289514],"genre_scores_gemma":[0.9969739,0.00003217629,0.0001244131,0.0004105448,0.001022553,0.000003869738,8.360585e-8,0.000007242938,0.00142523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.902396,"threshold_uncertainty_score":0.3196311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1678125236652262,"score_gpt":0.2643928523359302,"score_spread":0.09658032867070399,"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."}}