{"id":"W1969917125","doi":"10.1016/j.joca.2014.02.131","title":"Blood serum to diagnose osteoarthritis – biomarkers and machine learning","year":2014,"lang":"en","type":"article","venue":"Osteoarthritis and Cartilage","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Osteoarthritis; Medicine; Pathology; Alternative medicine","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":[0.002978377,0.0008715463,0.00121899,0.002613196,0.0003280756,0.002041423,0.0006368349,0.001751343,0.001471541],"category_scores_gemma":[0.005493996,0.0003950184,0.0004710704,0.001629881,0.0007979882,0.001075164,0.000440877,0.001232383,0.001335779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005112401,"about_ca_system_score_gemma":0.0007019974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001175554,"about_ca_topic_score_gemma":0.001069766,"domain_scores_codex":[0.9980226,0.0009177227,0.0002017896,0.0002481344,0.0005107402,0.00009904436],"domain_scores_gemma":[0.9981682,0.0008288606,0.0003269747,0.0001503432,0.0004132851,0.0001123489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002328713,0.001165093,0.2814304,0.001581722,0.001006866,0.0008723091,0.0002086958,0.003792126,0.07648244,0.007858044,0.02137465,0.6018988],"study_design_scores_gemma":[0.0005520759,0.00699209,0.3133017,0.00287106,0.002000842,0.01363296,0.001185648,0.07895496,0.339283,0.08004566,0.1607946,0.0003852879],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3217183,0.4884212,0.1246951,0.02169833,0.005789975,0.0004417753,0.003845897,0.0014972,0.03189241],"genre_scores_gemma":[0.8846337,0.03916749,0.05187963,0.008750622,0.003580414,0.0001924629,0.001475427,0.00007406872,0.01024611],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002978377,"threshold_uncertainty_score":0.0157513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007354240765516098,"score_gpt":0.2137375674339557,"score_spread":0.2063833266684396,"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."}}