{"id":"W2886134244","doi":"10.1177/1947603518789997","title":"Modeling and Staging of Osteoarthritis Progression Using Serial CT Imaging and Arthroscopy","year":2018,"lang":"en","type":"article","venue":"Cartilage","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Guelph","funders":"","keywords":"Osteoarthritis; Medicine; Arthroscopy; Cartilage; Compartment (ship); Cartilage damage; Surgery; Radiology; Articular cartilage; Nuclear 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001165882,0.0001358405,0.0002549388,0.00007698048,0.0001287705,0.00003026199,0.00002042694,0.00002857361,0.00002338048],"category_scores_gemma":[0.00002411736,0.0001251549,0.0000325913,0.00006835529,0.0001577647,0.0001671441,0.00006105801,0.00006142932,0.000001760018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001945284,"about_ca_system_score_gemma":0.00003943057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008800398,"about_ca_topic_score_gemma":0.000009840939,"domain_scores_codex":[0.9991567,0.00002218104,0.0002018705,0.0002499924,0.0001420477,0.0002272338],"domain_scores_gemma":[0.9995856,0.00001050931,0.0000503902,0.0001501425,0.00008024871,0.0001230568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001671134,0.0000250432,0.008126575,0.00006967025,0.000004369722,0.00009881399,0.0006406539,0.0000021569,0.9275363,0.00006944355,0.00000399474,0.06325583],"study_design_scores_gemma":[0.005999538,0.001760594,0.0001030581,0.001479689,0.0001712086,0.0004512494,0.0009851466,0.01354368,0.9748902,0.0002541798,0.0001390087,0.0002224858],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962103,0.002352317,0.0004081654,0.00004417061,0.0002233765,0.0003367477,0.000008595382,0.00004590787,0.0003704089],"genre_scores_gemma":[0.9940469,0.00005251767,0.005563947,0.00004936965,0.0002153328,0.000006145161,0.000007531977,0.00002479402,0.00003349824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06303335,"threshold_uncertainty_score":0.5103669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01638745251387693,"score_gpt":0.2927228566815472,"score_spread":0.2763354041676703,"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."}}