{"id":"W2771802445","doi":"10.1016/j.jcf.2017.11.011","title":"Advancing the GI frontier for patients with CF","year":2017,"lang":"en","type":"editorial","venue":"Journal of Cystic Fibrosis","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cystic Fibrosis Foundation","keywords":"Medicine; Cystic fibrosis; Abdominal pain; Heartburn; Flatulence; Internal medicine; Constipation; Specialty; Family medicine; Reflux; Disease","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":[0.001690912,0.0004386511,0.0006038857,0.0009807191,0.002191334,0.00272119,0.0007476311,0.003422068,0.02462699],"category_scores_gemma":[0.01047744,0.0001675986,0.0009596436,0.0006898305,0.0009648794,0.004303252,0.004559313,0.006388532,0.005670425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001369387,"about_ca_system_score_gemma":0.003884941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004411912,"about_ca_topic_score_gemma":0.0110856,"domain_scores_codex":[0.9990197,0.0003357125,0.00007514677,0.0001022713,0.0002631481,0.0002039357],"domain_scores_gemma":[0.9966253,0.0007348362,0.0003474227,0.00007508844,0.0005150514,0.001702415],"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":[0.0001512622,0.0002374748,0.02752357,0.001955135,0.00005901366,0.002562115,0.002595598,0.00008644328,0.0006534148,0.004446325,0.5615507,0.3981789],"study_design_scores_gemma":[0.0001336606,0.0004419671,0.03648603,0.0142642,0.0001544218,0.009909508,0.007848641,0.0001618172,0.0002402336,0.01171266,0.9185558,0.00009098858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.02086788,0.2724153,0.001931173,0.6317049,0.01411678,0.0001228769,0.0007922988,0.0003631293,0.05768567],"genre_scores_gemma":[0.2254006,0.3841872,0.01383242,0.3096442,0.0395263,0.000282331,0.00196893,0.0003183865,0.02483964],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02462699,"threshold_uncertainty_score":0.08238554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005958576138423704,"score_gpt":0.2931485198734836,"score_spread":0.2871899437350598,"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."}}