{"id":"W4404512040","doi":"10.1016/j.laheal.2024.07.001","title":"A linguistic analysis of female and male opening posts on an online forum dedicated to pain","year":2024,"lang":"en","type":"article","venue":"Language and Health","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council","keywords":"Linguistic analysis; Linguistics; Psychology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005797708,0.00009600315,0.0002679728,0.0003457762,0.00005970304,0.00002987571,0.00005497416,0.00005559986,0.0005149451],"category_scores_gemma":[0.00006064129,0.00008134437,0.00004003617,0.0004774167,0.00002019462,0.00002576295,0.00002189151,0.0001144641,0.00001146284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001340535,"about_ca_system_score_gemma":0.00003022951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004586008,"about_ca_topic_score_gemma":0.005074257,"domain_scores_codex":[0.9989992,0.0001648286,0.0002133975,0.0003007973,0.0000955022,0.0002262945],"domain_scores_gemma":[0.9994738,0.00009962152,0.0000457748,0.0001808043,0.00002445113,0.0001755559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002743771,0.0005093339,0.03320167,0.0005217558,0.0009782494,0.0006600115,0.2079583,0.000005175653,0.0009026419,0.007039684,0.001148452,0.7468004],"study_design_scores_gemma":[0.003083759,0.009976033,0.6582794,0.001607111,0.002715519,0.0001903105,0.3007815,0.01208862,0.0004248689,0.0007576295,0.008739966,0.001355245],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898446,0.00637482,0.0007182548,0.0007767909,0.0001067223,0.0001941924,0.0001525037,0.00005365155,0.001778516],"genre_scores_gemma":[0.9934645,0.0000569566,0.0004527214,0.004713824,0.0001242502,0.000010683,0.0003057029,0.00001498271,0.0008563309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7454451,"threshold_uncertainty_score":0.6932704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04351456541081006,"score_gpt":0.3919554023213601,"score_spread":0.3484408369105501,"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."}}