{"id":"W2938144251","doi":"10.1016/j.jcf.2019.04.003","title":"Using registries for research in CF. How can we be sure about the outputs?","year":2019,"lang":"en","type":"editorial","venue":"Journal of Cystic Fibrosis","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Scopus; MEDLINE; Family medicine; World Wide Web; 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":[0.003020132,0.0003449751,0.001032936,0.0006883096,0.0001604999,0.000402608,0.0006350396,0.0005124289,0.00002760269],"category_scores_gemma":[0.00419018,0.0002324279,0.0004376934,0.0004873789,0.0003296792,0.0001758132,0.0001619453,0.001883075,0.00000262718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001261735,"about_ca_system_score_gemma":0.004674225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002066274,"about_ca_topic_score_gemma":0.0001065252,"domain_scores_codex":[0.9955061,0.0002658524,0.0007781882,0.0003355536,0.002462741,0.0006515398],"domain_scores_gemma":[0.9930433,0.003913655,0.0008682394,0.0006681001,0.001334794,0.000171926],"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":[0.001431717,0.00007671239,0.00006436625,0.003810627,0.0003321081,0.0001224126,0.0002773394,0.00006110941,0.0002203852,0.0001813851,0.9930651,0.0003567812],"study_design_scores_gemma":[0.003187667,0.0008958392,0.0002152778,0.007165754,0.0009137139,0.00002454721,0.00185047,0.0001112117,0.00005355517,0.0007983841,0.9845637,0.000219897],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.005180274,0.01711808,0.0007002008,0.05474385,0.9163853,0.003123385,0.001048099,0.00003362535,0.001667187],"genre_scores_gemma":[0.04342734,0.002040805,0.001627107,0.00008092289,0.9390078,0.00004406907,0.0001890356,0.0001795779,0.01340329],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05466293,"threshold_uncertainty_score":0.9478136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1434021128736143,"score_gpt":0.4165245145915039,"score_spread":0.2731224017178896,"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."}}