{"id":"W2902723246","doi":"10.1111/all.13688","title":"Much ado about Biologicals: <i>Highlights of the Master Class on Biologicals, Prague, 2018</i>","year":2018,"lang":"en","type":"letter","venue":"Allergy","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton","funders":"","keywords":"University hospital; Medicine; Library science; Family medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003178912,0.0013154,0.001251339,0.0007378015,0.002756104,0.004111097,0.001900945,0.02436228,0.007565367],"category_scores_gemma":[0.01779593,0.0005951489,0.001031589,0.0006051383,0.002843126,0.004230089,0.001468983,0.03224195,0.006437532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004048074,"about_ca_system_score_gemma":0.002134584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001381326,"about_ca_topic_score_gemma":0.002542336,"domain_scores_codex":[0.9974672,0.0007429973,0.0002556322,0.0004176026,0.0008212815,0.0002953605],"domain_scores_gemma":[0.9936171,0.003642588,0.0004690634,0.000172821,0.001232099,0.0008663617],"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":[0.0000363661,0.00001909292,0.0001118949,0.00006906985,0.000007304779,0.0006597,0.00003551917,0.00002659812,0.0001084726,0.000993809,0.9915679,0.006364291],"study_design_scores_gemma":[0.00006974128,0.00004830566,0.0004855556,0.0003078959,0.00001961043,0.001599931,0.0001366408,0.0001920559,0.0001567999,0.002577991,0.9943719,0.00003351781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000149107,0.007497839,0.00009441001,0.8599141,0.1304719,0.00001097343,0.00004009403,0.00003530035,0.001786354],"genre_scores_gemma":[0.002083892,0.005284149,0.0001572941,0.7126646,0.2729526,0.00002335818,0.00004235666,0.00003264882,0.00675919],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02436228,"threshold_uncertainty_score":0.02937102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03515750955808328,"score_gpt":0.2628672907522159,"score_spread":0.2277097811941327,"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."}}