{"id":"W4286835820","doi":"10.17615/93hb-cr47","title":"Biclustering reveals potential knee OA phenotypes in exploratory analyses: Data from the Osteoarthritis Initiative","year":2022,"lang":"en","type":"article","venue":"UNC Libraries","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; GlaxoSmithKline; National Institutes of Health; National Science Foundation; U.S. Department of Health and Human Services; Novartis Pharmaceuticals Corporation; Pfizer","keywords":"Osteoarthritis; Biclustering; Medicine; Physical medicine and rehabilitation; Computer science; Cluster analysis; Pathology; Alternative medicine; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01524939,0.00115531,0.001643708,0.003702793,0.0009866566,0.001503671,0.0009940871,0.0007186942,0.001217964],"category_scores_gemma":[0.05296321,0.0003624586,0.002059424,0.004230216,0.001270673,0.0007385774,0.002598187,0.001054536,0.0004261729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003909481,"about_ca_system_score_gemma":0.001141904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002268568,"about_ca_topic_score_gemma":0.003354029,"domain_scores_codex":[0.9845086,0.008743891,0.001686395,0.00231373,0.00202921,0.0007182374],"domain_scores_gemma":[0.9671562,0.02024068,0.004700109,0.00463045,0.00262128,0.000651271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00129928,0.0002170366,0.9251366,0.0004140235,0.00209377,0.000547568,0.001931548,0.004836805,0.006386754,0.000764589,0.005658869,0.05071317],"study_design_scores_gemma":[0.0001898151,0.001048165,0.9320081,0.0002105135,0.0007041222,0.001928545,0.00314062,0.04637523,0.002349137,0.00584104,0.006047051,0.0001576726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9359932,0.0007105576,0.05481753,0.0005853891,0.00006459832,0.0003940394,0.006250666,0.0004528584,0.0007310598],"genre_scores_gemma":[0.9558792,0.0001202593,0.03382716,0.0001391579,0.00004171683,0.0005382922,0.009127487,0.0001098683,0.0002168582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01524939,"threshold_uncertainty_score":0.08064741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09304483414060098,"score_gpt":0.2935965284984541,"score_spread":0.2005516943578531,"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."}}