{"id":"W2233616443","doi":"10.2196/resprot.4571","title":"An Online Tailored Self-Management Program for Patients With Rheumatoid Arthritis: A Developmental Study","year":2015,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"ZonMw; Pfizer","keywords":"Rheumatoid arthritis; Self-management; Medicine; Physical therapy; Disease management; Alternative medicine; Computer science; Internal medicine; Health management system; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001567405,0.0003060101,0.0004716197,0.0004685337,0.0003681254,0.0003383032,0.0004509976,0.000085157,0.00006168728],"category_scores_gemma":[0.0001374303,0.0002305676,0.00006452715,0.0006953029,0.0002414705,0.0004569147,0.0002182296,0.0004962604,0.00007674556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003089797,"about_ca_system_score_gemma":0.0007368174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002316344,"about_ca_topic_score_gemma":0.0001175735,"domain_scores_codex":[0.9946373,0.000408555,0.0005015078,0.0007286851,0.002494933,0.001228984],"domain_scores_gemma":[0.9964876,0.00007185037,0.00007989178,0.0006287704,0.001688023,0.001043878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02163891,0.1167889,0.3630271,0.0006348563,0.0007549859,0.0003007716,0.005346128,0.000001536538,0.00004951674,0.0003670315,0.01356947,0.4775208],"study_design_scores_gemma":[0.1107003,0.1338115,0.1259045,0.005111814,0.000002562226,0.00004852175,0.01411317,0.0002277794,0.0001779592,0.0003860782,0.6088084,0.0007073882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.3777753,0.00002465753,0.0000189122,0.0001029435,0.000004816762,0.621123,0.00002811681,0.0003325401,0.0005898115],"genre_scores_gemma":[0.1833949,0.00003717159,0.01915008,0.00002047415,0.00004944744,0.7969357,0.0002211432,0.00007957079,0.0001114998],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5952389,"threshold_uncertainty_score":0.9402273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1296202607482403,"score_gpt":0.4698131863720074,"score_spread":0.3401929256237671,"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."}}