{"id":"W6960980042","doi":"10.14288/1.0386778","title":"Validation of prediction models of severe disease course and non-achievement of remission in juvenile idiopathic arthritis: part 1—results of the Canadian model in the Nordic cohort","year":2019,"lang":"en","type":"article","venue":"Open Collections","topic":"Agricultural pest management studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cohort; Predictive modelling; Logistic regression; Receiver operating characteristic; Disease; Cohort study; Outcome (game theory); Prospective cohort study","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":[0.0004619628,0.00006589742,0.0001782962,0.0000155609,0.0002499186,0.00002497587,0.0001983795,0.00003391711,0.00001259775],"category_scores_gemma":[0.00003243766,0.00002383219,0.00003471989,0.0006661228,0.00005449943,0.0001461557,0.00009989907,0.0000628158,1.337343e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004845839,"about_ca_system_score_gemma":0.00006023902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1819293,"about_ca_topic_score_gemma":0.3971426,"domain_scores_codex":[0.9991272,0.00008862364,0.0003580484,0.000143614,0.0001918207,0.00009069029],"domain_scores_gemma":[0.9995704,0.00003751244,0.0002006853,0.00007887564,0.00008257697,0.00002995969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006034439,0.0015212,0.6399646,0.0002108542,0.0001247222,0.000001685674,0.003102462,0.2999204,0.01301388,0.0004384185,0.03893424,0.002164167],"study_design_scores_gemma":[0.00067432,0.0002022767,0.9795226,0.0004899679,0.00004557523,6.902017e-7,0.001546804,0.01548814,0.0005176891,0.001258215,0.0001613073,0.0000923891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906363,0.00005794341,0.000001322301,0.001208804,0.00003922916,0.001275794,0.000323334,0.000001852068,0.006455389],"genre_scores_gemma":[0.9981294,0.0001329672,0.000008726482,0.00001589071,0.000006947837,0.00005772815,0.00003120032,4.872143e-7,0.001616659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3395581,"threshold_uncertainty_score":0.8235183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01633681641718497,"score_gpt":0.2127959407758066,"score_spread":0.1964591243586217,"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."}}