{"id":"W2993441120","doi":"10.25251/skin.3.6.2","title":"Transitioning Between Biologics","year":2019,"lang":"en","type":"article","venue":"SKIN The Journal of Cutaneous Medicine","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Adverse effect; Intensive care medicine; Biologic Agents; Plaque psoriasis; Psoriasis; Internal medicine; Dermatology; Disease","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000602916,0.0001243321,0.0003700305,0.00008758895,0.0001005747,0.000002583811,0.0002485666,0.0001288869,0.001097739],"category_scores_gemma":[0.00006657048,0.00006002386,0.0000932572,0.0001083146,0.0001569863,0.00003234027,0.00001339079,0.0002588069,0.0002366906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002561882,"about_ca_system_score_gemma":0.00003354779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001437791,"about_ca_topic_score_gemma":0.000002493273,"domain_scores_codex":[0.9990299,0.0002717797,0.0003760884,0.00007359155,0.00006086957,0.000187823],"domain_scores_gemma":[0.9987538,0.0006861282,0.0002904873,0.0001594179,0.00008792554,0.0000222275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00255658,0.0002082233,0.04498101,0.00006277909,0.003541962,0.0004563006,0.01111779,0.0001784851,0.668529,0.0005346371,0.01438976,0.2534435],"study_design_scores_gemma":[0.02974515,0.02936945,0.07684063,0.002254219,0.009644493,0.1191672,0.01576097,0.0000135154,0.2822857,0.009504699,0.4238673,0.001546648],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878605,0.006510371,0.0001747356,0.001750062,0.001327727,0.0001137624,0.000008143099,0.00001227827,0.002242392],"genre_scores_gemma":[0.9973251,0.0005976714,0.00004015461,0.0001969885,0.0003378941,3.976998e-7,0.00001629494,0.00000880318,0.001476755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4094776,"threshold_uncertainty_score":0.9998154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01464011930249902,"score_gpt":0.2405203201935189,"score_spread":0.2258802008910199,"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."}}