{"id":"W6946007903","doi":"10.25959/26046910","title":"Impact and correlates of early knee osteoarthritis","year":2023,"lang":"en","type":"dissertation","venue":"University of Tasmania","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Osteoarthritis; Knee pain; Disease; Knee Joint; Arthritis; Population; Obesity; Arthropathy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003595846,0.0001544972,0.0004355339,0.0002286867,0.00004798564,0.000003746785,0.00005227887,0.0002256613,0.0001916052],"category_scores_gemma":[0.00001106476,0.0001717617,0.0001680691,0.0001143842,0.00005392084,0.00005270268,0.00002258108,0.0001279059,0.00004378499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003022343,"about_ca_system_score_gemma":0.00009173869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004266921,"about_ca_topic_score_gemma":0.0007289819,"domain_scores_codex":[0.9993763,0.0000132493,0.0001250074,0.0001857362,0.0001700332,0.0001296854],"domain_scores_gemma":[0.9994267,0.00003315835,0.0001771759,0.0001547899,0.0001199115,0.00008831666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01248248,0.0007985153,0.2758064,0.002810005,0.002003326,0.002641076,0.02875922,0.000002042874,0.04546233,0.001164009,0.002572128,0.6254985],"study_design_scores_gemma":[0.01907731,0.03791473,0.9056783,0.004869109,0.003308354,0.00009357553,0.02073143,0.00001362395,0.006142022,0.0004965339,0.0009589726,0.0007160398],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942949,0.0007274466,6.709417e-7,0.00000625798,0.0002050231,0.0003173626,0.0001387688,0.00004077288,0.004268812],"genre_scores_gemma":[0.9692913,0.0002617138,0.0001576199,0.000001354215,0.00001747371,2.337744e-7,0.0009312714,0.00002488922,0.02931415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6298719,"threshold_uncertainty_score":0.700424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007950858530960461,"score_gpt":0.2255785824734109,"score_spread":0.2176277239424505,"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."}}