{"id":"W4220953928","doi":"10.1016/j.joca.2022.02.035","title":"PREDICTING CHANGE IN KNEE CARTILAGE FROM INTERACTIONS OF CUMULATIVE LOADING WITH CARTILAGE TURNOVER BIOMARKERS: DATA FROM THE OSTEOARTHRITIS INITIATIVE","year":2022,"lang":"en","type":"article","venue":"Osteoarthritis and Cartilage","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Waterloo","funders":"","keywords":"Osteoarthritis; Cartilage; Knee cartilage; Articular cartilage; Medicine; Pathology; Anatomy","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":[0.002403308,0.0007730725,0.001017622,0.001043928,0.0003316499,0.001034025,0.0006490125,0.000821227,0.0006270455],"category_scores_gemma":[0.004975372,0.0002997338,0.001333554,0.001405831,0.0002731856,0.0004402958,0.0006959381,0.0007861501,0.0003303026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002968184,"about_ca_system_score_gemma":0.0004049956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01084292,"about_ca_topic_score_gemma":0.01802533,"domain_scores_codex":[0.9987826,0.0004248938,0.0001468059,0.0002297593,0.0002960178,0.0001199628],"domain_scores_gemma":[0.9966056,0.0008327983,0.001278846,0.0003108364,0.0006475102,0.0003244674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001629409,0.0001727076,0.9888659,0.00007519322,0.000839518,0.00004258659,0.00005244449,0.0004518663,0.0007724924,0.00002072249,0.000793873,0.006283335],"study_design_scores_gemma":[0.00005204988,0.0003542041,0.9975749,0.00001342484,0.0003173665,0.0001341142,0.00007433579,0.0007352235,0.0002146064,0.00003265459,0.0004845763,0.00001262835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903135,0.001490643,0.0003379491,0.0001435118,0.00001949767,0.00002128695,0.007227341,0.00002026289,0.0004260185],"genre_scores_gemma":[0.9875467,0.0004169917,0.0007689703,0.00006318899,0.00003104772,0.0000276564,0.01088601,0.00001002853,0.0002493327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01084292,"threshold_uncertainty_score":0.0215596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04204776048897363,"score_gpt":0.2763943696811677,"score_spread":0.234346609192194,"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."}}