{"id":"W4385724993","doi":"10.1002/lary.30925","title":"Patient Experience With Absolute Voice Rest Following Phonomicrosurgery: A Qualitative Study","year":2023,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; University of Ottawa","funders":"","keywords":"Nonprobability sampling; Thematic analysis; Qualitative research; Rest (music); Medicine; Psychology; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005571946,0.0001736982,0.0003065388,0.00008848968,0.0002472108,0.00003982792,0.0001377601,0.00003294675,0.00003970049],"category_scores_gemma":[0.0001029947,0.0001044825,0.00009028229,0.0006933819,0.00009204252,0.000131061,0.00009477844,0.0001807204,0.0005759403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004080676,"about_ca_system_score_gemma":0.00009150447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006031971,"about_ca_topic_score_gemma":0.0002131612,"domain_scores_codex":[0.9985595,0.0001661402,0.0002466337,0.0003120239,0.0003408225,0.0003749318],"domain_scores_gemma":[0.9990854,0.0002264427,0.00007721101,0.0004734654,0.0000446038,0.00009285591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001219837,0.0006998473,0.02174469,0.00004205517,0.0005310986,0.0006480303,0.9532881,0.00002431696,0.007894687,0.00002765978,0.01199712,0.001882531],"study_design_scores_gemma":[0.003191467,0.002075093,0.1304948,0.0002483427,0.0002276799,0.00002421766,0.8470734,0.00009343967,0.002077509,0.00006080256,0.01402017,0.000413115],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946676,0.0001388393,0.00001101502,0.002024843,0.0001741265,0.0008746354,0.000005177726,0.0001769546,0.001926801],"genre_scores_gemma":[0.9969016,0.00002291532,0.00006633475,0.001068839,0.00004376768,0.0001775606,0.00001452567,0.00003636835,0.001668052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1087501,"threshold_uncertainty_score":0.740274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03055321622996607,"score_gpt":0.3454358214113504,"score_spread":0.3148826051813843,"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."}}