{"id":"W3096417220","doi":"10.1182/blood-2020-140950","title":"Examination and Validation of a Patient-Centric Joint Metric: \"Problem Joint\"; Empirical Evidence from the CHESS US Dataset","year":2020,"lang":"en","type":"article","venue":"Blood","topic":"Hemophilia Treatment and Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Haemophilia; Medicine; Hemarthrosis; Synovitis; Haemophilia A; Joint pain; Chronic pain; Arthropathy; Metric (unit); Physical therapy; Intensive care medicine; Pediatrics; Surgery; Arthritis; Internal medicine; Osteoarthritis; Alternative medicine; Operations management","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02249824,0.0007658968,0.001008795,0.004746328,0.0009838509,0.002311482,0.002735342,0.001885982,0.009979018],"category_scores_gemma":[0.1097254,0.0003022769,0.001671879,0.006400885,0.001403456,0.001388838,0.002075054,0.001667109,0.002618812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001608554,"about_ca_system_score_gemma":0.002754886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03870592,"about_ca_topic_score_gemma":0.04592957,"domain_scores_codex":[0.9888014,0.006393808,0.00122396,0.001552889,0.001655993,0.0003719719],"domain_scores_gemma":[0.9003371,0.06788717,0.01319647,0.007555136,0.009008343,0.002015863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001471596,0.0004011554,0.8393669,0.002590765,0.003001549,0.0002897616,0.0004283122,0.005733528,0.0001330346,0.002086884,0.1216186,0.02287793],"study_design_scores_gemma":[0.001406756,0.0006471697,0.8801816,0.002617273,0.002570771,0.001363047,0.001830001,0.03112584,0.0004305555,0.003502165,0.07415082,0.000174011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5392579,0.009031101,0.005110602,0.007089999,0.0004697819,0.0007435007,0.4262457,0.0003926936,0.01165877],"genre_scores_gemma":[0.6328356,0.0009984063,0.005996488,0.00125617,0.0001936763,0.0006206622,0.3569663,0.00008296195,0.001049605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03870592,"threshold_uncertainty_score":0.1189834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.142941491283519,"score_gpt":0.3328153064210151,"score_spread":0.189873815137496,"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."}}