{"id":"W4304890846","doi":"10.1111/biom.13770","title":"Spatial Dependence Modeling of Latent Susceptibility and Time to Joint Damage in Psoriatic Arthritis","year":2022,"lang":"en","type":"article","venue":"Biometrics","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Psoriatic arthritis; Psoriasis; Latent variable; Joint (building); Arthritis; Latent class model; Medicine; Econometrics; Dermatology; Statistics; Mathematics; Immunology; Engineering; Structural engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003069235,0.00008907596,0.0002946522,0.0007401622,0.00006919803,0.00000617679,0.00004185438,0.00002545438,0.0003399007],"category_scores_gemma":[0.0002622395,0.00008880249,0.00004134811,0.001672061,0.00002185704,0.00002413735,0.0002224833,0.00008734441,0.00001551528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001452251,"about_ca_system_score_gemma":0.00003631011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009734703,"about_ca_topic_score_gemma":0.0001284356,"domain_scores_codex":[0.9989327,0.00003358024,0.0002807579,0.0002388141,0.0003383694,0.0001757826],"domain_scores_gemma":[0.9995952,0.00003959299,0.00004656148,0.0001762631,0.00005558367,0.00008681772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007825218,0.002683261,0.5233094,0.0002535569,0.0002002468,0.0008162457,0.001616869,0.001517372,0.01408804,0.00008474514,0.0004486387,0.4541991],"study_design_scores_gemma":[0.01242138,0.005846127,0.9053557,0.0002443165,0.0001266546,0.0001181352,0.00059637,0.07227469,0.001468737,0.0003137973,0.0007635431,0.0004705679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996865,0.001988994,0.0001978813,0.0001687365,0.0000935713,0.0003943944,0.00006883051,0.00001316655,0.0002094564],"genre_scores_gemma":[0.9986946,0.0002448979,0.0008476599,0.00005270955,0.00001910022,0.00002875677,0.00001642702,0.000009185856,0.00008668409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4537286,"threshold_uncertainty_score":0.3721674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03263825552620557,"score_gpt":0.2616137993600818,"score_spread":0.2289755438338762,"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."}}