{"id":"W3164654546","doi":"10.1016/j.arbres.2021.05.012","title":"Birds of a Feather Precipitate Together","year":2021,"lang":"es","type":"letter","venue":"Archivos de Bronconeumología","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Feather; Zoology; Biology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004034563,0.0009070149,0.001827097,0.0003898624,0.0001299139,0.00006129374,0.0006928174,0.001013999,0.002270616],"category_scores_gemma":[0.0002448545,0.0008450078,0.001329681,0.0002850577,0.00085936,0.0001022582,0.0004508056,0.002103759,0.0003447428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002813207,"about_ca_system_score_gemma":0.001293915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008279593,"about_ca_topic_score_gemma":0.00001110872,"domain_scores_codex":[0.9947647,0.0008814617,0.001150185,0.001148678,0.000721175,0.001333844],"domain_scores_gemma":[0.9967382,0.0005953035,0.0006112319,0.001390729,0.0002563021,0.0004082374],"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":[0.01232535,0.003138675,0.03385288,0.01785385,0.006612736,0.02531795,0.007580384,0.00006404323,0.2251294,0.002584522,0.6419665,0.02357371],"study_design_scores_gemma":[0.004346515,0.01415931,0.03031936,0.01652174,0.004935754,0.002915545,0.0007962912,0.000664201,0.006905638,0.003034988,0.9128085,0.002592098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6319231,0.02600366,0.0009597479,0.1886973,0.005555558,0.003680362,0.004030475,0.0004420838,0.1387078],"genre_scores_gemma":[0.8125368,0.003555232,0.0021317,0.1199993,0.008911176,0.0002770492,0.001378315,0.0006149165,0.05059553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.270842,"threshold_uncertainty_score":0.9994001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01543956946164606,"score_gpt":0.2621336305720546,"score_spread":0.2466940611104085,"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."}}