{"id":"W2034114953","doi":"10.2310/7070.2007.0026","title":"Investigation into Psychological Correlates of Patients with Vocal Nodules Using the Symptom Checklist-90-Revision","year":2007,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Neuroticism; Checklist; Voice Disorder; Clinical psychology; Audiology; Psychology; Personality","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001196613,0.000112268,0.0003037057,0.0001046006,0.00009751663,0.000005061838,0.0001971249,0.0001233573,0.00004288954],"category_scores_gemma":[0.0002467129,0.00004804857,0.00008107554,0.000212977,0.0004449502,0.00009212326,0.0000327911,0.0004521424,0.000004210617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003373072,"about_ca_system_score_gemma":0.00004697592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003639874,"about_ca_topic_score_gemma":0.00001791877,"domain_scores_codex":[0.9987748,0.0001627978,0.0004973572,0.00008284282,0.0003103091,0.0001719045],"domain_scores_gemma":[0.9986332,0.0002688562,0.0005077201,0.0002036678,0.0003097189,0.00007685637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001795563,0.0001785039,0.9880117,0.000030171,0.0001059263,0.00002109616,0.001714936,0.00005145422,0.005268983,0.0001287998,0.0001896774,0.002503241],"study_design_scores_gemma":[0.001787467,0.001765073,0.9928794,0.0001454072,0.0002628872,0.0004351252,0.0005958048,0.0001418774,0.00126685,0.0004578213,0.0001993368,0.00006294616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955701,0.0003983817,0.002337903,0.001219826,0.0001477053,0.0002133168,4.830426e-7,0.000005484372,0.0001068271],"genre_scores_gemma":[0.9977945,0.00006740479,0.001279104,0.0007374575,0.00009128297,2.48149e-7,0.000003552759,0.00001086707,0.00001558445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004867756,"threshold_uncertainty_score":0.1964359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.019075265731332,"score_gpt":0.2948267295067645,"score_spread":0.2757514637754325,"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."}}