{"id":"W7017360326","doi":"","title":"Biomarkers for osteoarthritis: investigation, identification, and prognosis","year":2012,"lang":"en","type":"review","venue":"Dove Medical Press (Taylor and Francis Group)","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biomarker discovery; Osteoarthritis; Biomarker; Personalized medicine; Drug development; Articular cartilage; Precision medicine; Genetic testing","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":[0.005464281,0.001163484,0.002549781,0.003407183,0.000418649,0.002750074,0.0009755261,0.001371282,0.003360225],"category_scores_gemma":[0.006772181,0.0003204113,0.001155177,0.003895448,0.0008955695,0.001476307,0.0009840549,0.001877769,0.001619911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000829582,"about_ca_system_score_gemma":0.001577946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001341261,"about_ca_topic_score_gemma":0.001338245,"domain_scores_codex":[0.9973223,0.0009197989,0.0003833535,0.000260508,0.0009539789,0.0001602272],"domain_scores_gemma":[0.9960371,0.001459954,0.0008603198,0.0001327724,0.001361428,0.0001484034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0008292214,0.0001996844,0.0401653,0.01215434,0.001043899,0.0005059014,0.0001531942,0.000765902,0.003797197,0.008504384,0.04235061,0.8895303],"study_design_scores_gemma":[0.0003369396,0.002168484,0.130335,0.02875477,0.003806558,0.01032895,0.0008235764,0.005872309,0.01010538,0.04480313,0.762195,0.0004699292],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002148866,0.9876084,0.003005335,0.004283338,0.0008580886,0.00006017538,0.0003571287,0.00004263454,0.00163602],"genre_scores_gemma":[0.03644679,0.948276,0.008369863,0.001499963,0.002704052,0.0001574598,0.001001793,0.00001559432,0.001528475],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005464281,"threshold_uncertainty_score":0.02889824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04734674380550651,"score_gpt":0.306376799719438,"score_spread":0.2590300559139315,"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."}}