{"id":"W4221137604","doi":"10.1242/jcs.259841","title":"First person – Asmahan Abu-Arish","year":2022,"lang":"en","type":"article","venue":"Journal of Cell Science","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Library science; Cystic fibrosis; Pulmonary disease; Internal medicine; Genetics; Medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006346894,0.0008869941,0.0008255592,0.001056233,0.01319826,0.005385796,0.000978295,0.00305023,0.07753597],"category_scores_gemma":[0.02428714,0.0006688404,0.0003361944,0.0006273429,0.003475797,0.004499947,0.003915636,0.009464224,0.02754378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005394677,"about_ca_system_score_gemma":0.008008633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01131191,"about_ca_topic_score_gemma":0.01279921,"domain_scores_codex":[0.9925681,0.003356468,0.0002519522,0.0008629886,0.001967731,0.0009928538],"domain_scores_gemma":[0.9718038,0.0042313,0.001280867,0.0009417364,0.01099745,0.01074478],"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":[0.0001884209,0.0002472198,0.00228299,0.0002711673,0.00001379647,0.001339125,0.1063,0.00005067668,0.002836116,0.004722803,0.8441884,0.03755929],"study_design_scores_gemma":[0.00001623139,0.00006641852,0.001079637,0.0002094608,0.000004837083,0.0008739243,0.1010349,0.00009174265,0.0005061099,0.0009660886,0.895089,0.00006171416],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1266218,0.01213346,0.01424764,0.6192501,0.04479887,0.001725897,0.002440574,0.002106781,0.176675],"genre_scores_gemma":[0.378277,0.003259424,0.008640754,0.2003178,0.002357821,0.001920287,0.0003777843,0.0008367301,0.4040123],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07753597,"threshold_uncertainty_score":0.2593837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0201641830242474,"score_gpt":0.3029606359831725,"score_spread":0.2827964529589251,"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."}}