{"id":"W2440152664","doi":"","title":"Living with lupus: a prospective pan-Canadian study.","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal General Hospital","funders":"","keywords":"Medicine; Psychosocial; Internal medicine; Systemic lupus erythematosus; Quality of life (healthcare); Depression (economics); Distress; Coping (psychology); Psychological intervention; Prospective cohort study; Rheumatology; Disease; Physical therapy; Lupus erythematosus; Psychiatry; Immunology; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006789814,0.0001546054,0.0003016453,0.0003135663,0.0001071693,0.00005107733,0.0001373865,0.0000592646,0.0001126975],"category_scores_gemma":[0.0003286077,0.0001104649,0.00004160045,0.0006026701,0.00006079724,0.00009416159,0.00004223154,0.0002256264,0.0001209345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006720156,"about_ca_system_score_gemma":0.0002533733,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01432509,"about_ca_topic_score_gemma":0.07625377,"domain_scores_codex":[0.998013,0.00007760759,0.0001903397,0.0003687146,0.0005479073,0.0008024033],"domain_scores_gemma":[0.9986072,0.0001077435,0.00004270381,0.0004565878,0.0001832905,0.0006024651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001065661,0.0002061392,0.9870068,0.00005265958,0.0001541581,0.0005060172,0.002185077,3.831282e-7,0.000002263135,0.00001757221,0.0008020118,0.008960283],"study_design_scores_gemma":[0.001557293,0.0002412655,0.9795524,0.0001211411,0.00005346641,0.009729303,0.006226858,0.00001490727,0.000007538882,0.00001344537,0.002347264,0.0001350652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9283445,0.0002090116,0.00001894324,0.0004513037,0.0001339607,0.004922058,0.00000163488,0.00009641252,0.06582221],"genre_scores_gemma":[0.9744117,0.00001740097,0.00003666319,0.0001187762,0.0002106946,0.004613157,0.000001228733,0.00004410776,0.02054632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06192869,"threshold_uncertainty_score":0.9922386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02586183766399359,"score_gpt":0.2591552953421881,"score_spread":0.2332934576781945,"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."}}