{"id":"W4322721291","doi":"10.1016/j.pecinn.2023.100144","title":"“Don't need [therapy]! Not necessary, that's what we're for!”: Does content from fibromyalgia Facebook peer support groups emulate psychological flexibility principles?","year":2023,"lang":"en","type":"article","venue":"PEC Innovation","topic":"Fibromyalgia and Chronic Fatigue Syndrome Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Canadian Institutes of Health Research; Harrison McCain Foundation; New Brunswick Innovation Foundation","keywords":"Flexibility (engineering); Fibromyalgia; Acceptance and commitment therapy; Psychology; Value (mathematics); Content (measure theory); Content analysis; Psychotherapist; Applied psychology; Social psychology; Computer science; Psychiatry; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.01212919,0.0001653544,0.0002514336,0.0003604799,0.001167724,0.002526954,0.0005792513,0.0008537145,0.003510066],"category_scores_gemma":[0.05684159,0.0001124373,0.0002755099,0.0004770928,0.002430438,0.003421273,0.001734126,0.0009751981,0.0003745867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001418624,"about_ca_system_score_gemma":0.002225496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001307423,"about_ca_topic_score_gemma":0.00216475,"domain_scores_codex":[0.9905812,0.007052937,0.0002819264,0.0003613136,0.001379751,0.0003429709],"domain_scores_gemma":[0.973696,0.02003609,0.003259549,0.001076111,0.001330139,0.0006021896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009552717,0.001220997,0.06204854,0.005400856,0.0002065394,0.0005828887,0.2738239,0.0002790828,0.005001701,0.01650201,0.01141919,0.6225591],"study_design_scores_gemma":[0.0004152603,0.004137319,0.3515068,0.01515116,0.0007478682,0.001943813,0.4089081,0.003031823,0.007259036,0.02065171,0.1860047,0.0002423083],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9368443,0.001632563,0.00440705,0.0157803,0.0004151438,0.0008020905,0.0001610382,0.00008305513,0.03987458],"genre_scores_gemma":[0.9924234,0.0007089077,0.002890751,0.002181984,0.00009732864,0.0004222844,0.00006150424,0.00001928279,0.001194489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01212919,"threshold_uncertainty_score":0.06414604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2475100781842315,"score_gpt":0.3907571828771461,"score_spread":0.1432471046929145,"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."}}