{"id":"W2063611332","doi":"10.1002/jclp.20827","title":"Data mining: comparing the empiric CFS to the Canadian ME/CFS case definition","year":2011,"lang":"en","type":"article","venue":"Journal of Clinical Psychology","topic":"Fibromyalgia and Chronic Fatigue Syndrome Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases","keywords":"Chronic fatigue syndrome; Psychology; Clinical psychology; Construct (python library); Psychiatry; Computer science","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":[0.004958102,0.0001159017,0.0004882118,0.0001663468,0.0002046017,0.00002221077,0.0008492807,0.0001943424,0.0005821281],"category_scores_gemma":[0.001980952,0.00006006843,0.000169487,0.0002757123,0.0003089271,0.00007569899,0.0001263968,0.001258927,0.0002117173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006191994,"about_ca_system_score_gemma":0.0009084222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003459477,"about_ca_topic_score_gemma":0.02223403,"domain_scores_codex":[0.9973526,0.0005058709,0.001137114,0.0002500686,0.0003479218,0.0004064138],"domain_scores_gemma":[0.9969968,0.0007434688,0.0003261376,0.001074834,0.0002325574,0.0006262579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001704523,0.0007286548,0.2758446,0.0001283701,0.0007979335,0.01562968,0.002212343,0.000003383846,0.00004049457,0.0004809213,0.683814,0.018615],"study_design_scores_gemma":[0.004129366,0.003911883,0.8536824,0.0003414144,0.0003405326,0.07324404,0.001108311,0.0003042247,0.000007708651,0.000819856,0.06192784,0.0001824623],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9386236,0.0004345358,0.0001412499,0.04428515,0.001353433,0.0002370303,0.0000126718,0.000006773387,0.01490558],"genre_scores_gemma":[0.9954257,0.00009507795,0.001741952,0.00217183,0.0004047659,0.000002551187,0.000007746992,0.00001676692,0.0001336192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6218863,"threshold_uncertainty_score":0.9956077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7158742484486237,"score_gpt":0.5579191449571049,"score_spread":0.1579551034915188,"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."}}