{"id":"W4206248777","doi":"10.1093/jalm/jfab140","title":"The International Consensus on ANA Patterns (ICAP) in 2021—The 6th Workshop and Current Perspectives","year":2021,"lang":"en","type":"article","venue":"The Journal of Applied Laboratory Medicine","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Harmonization; Political science; Library science; Computer science","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":[0.001795979,0.0001396066,0.0002873922,0.00009304585,0.0001826551,0.00002262601,0.0002676491,0.0000376844,0.0002542988],"category_scores_gemma":[0.0004482736,0.00005510954,0.00004336889,0.0003278569,0.000564364,0.00001753957,0.00009015783,0.001016776,0.00000734037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008040781,"about_ca_system_score_gemma":0.000290067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001337829,"about_ca_topic_score_gemma":0.00007582375,"domain_scores_codex":[0.998256,0.0001632929,0.0004229,0.0001314315,0.000812973,0.0002133598],"domain_scores_gemma":[0.9974386,0.001518513,0.0001935315,0.0002381455,0.0004770069,0.0001341713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04143912,0.002325093,0.03968597,0.0004570079,0.003248569,0.00346316,0.07407779,0.0005261081,0.08620901,0.07199986,0.3571211,0.3194472],"study_design_scores_gemma":[0.009956045,0.001213788,0.1285518,0.002176437,0.0004317538,0.0011238,0.1715677,0.0005654784,0.005904473,0.00281106,0.6753173,0.0003803134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8295265,0.01618752,0.000009584672,0.1507169,0.0004440767,0.0001722098,0.00001181822,0.000003098534,0.002928282],"genre_scores_gemma":[0.9798161,0.01704975,0.00001711307,0.001325091,0.001472328,0.000004318305,0.000003107199,0.00001201332,0.0003002177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3190669,"threshold_uncertainty_score":0.4417443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02900485303505346,"score_gpt":0.3362633603921094,"score_spread":0.307258507357056,"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."}}