{"id":"W2140362822","doi":"10.1371/journal.pone.0003875","title":"The Role of Medical Language in Changing Public Perceptions of Illness","year":2008,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Seriousness; Disease; Medicine; Conceptualization; Public health; Perception; Family medicine; Psychiatry; Psychology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.008150044,0.0001903914,0.0001861398,0.0008043649,0.001049952,0.002510655,0.0004020473,0.0007759006,0.002054331],"category_scores_gemma":[0.04306782,0.0002014935,0.0004223067,0.0004193643,0.003017321,0.001771653,0.002007249,0.00141523,0.00014812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001417005,"about_ca_system_score_gemma":0.00104846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002539171,"about_ca_topic_score_gemma":0.002548305,"domain_scores_codex":[0.9893829,0.007940814,0.0003549244,0.0004155643,0.001333846,0.0005719404],"domain_scores_gemma":[0.964809,0.02134181,0.009791672,0.001150157,0.001515282,0.001392152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002244866,0.001284377,0.5862632,0.0006517287,0.0001940011,0.00122021,0.2895126,0.0004806747,0.01484883,0.005247719,0.001069741,0.09698203],"study_design_scores_gemma":[0.0001774431,0.00164312,0.8167459,0.0003018224,0.0001463044,0.0007708337,0.1651029,0.001052103,0.003522335,0.002876345,0.007539715,0.0001211699],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942303,0.0002331369,0.0002301121,0.001301444,0.00002899357,0.00001423784,0.00001347588,0.000004829093,0.003943496],"genre_scores_gemma":[0.9994821,0.00007915983,0.0001161284,0.0001951436,0.00001689565,0.00000530693,0.000005217847,0.000002450194,0.00009776007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9989501,"threshold_uncertainty_score":0.04310203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4125465814287219,"score_gpt":0.4981195168036612,"score_spread":0.08557293537493937,"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."}}