{"id":"W4389999771","doi":"10.1002/jpr3.12023","title":"Impact of new legislation on the <b>availability</b> of paediatric <b>medical</b> <b>devices</b> in the European Union with an <b>emphasis</b> on <b>paediatric</b> gastroenterology, <b>hepatology</b> and nutrition","year":2023,"lang":"en","type":"article","venue":"JPGN Reports","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Group B; Medicine; Legislation; Political science; Internal medicine; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009093322,0.0003392049,0.0005906878,0.0005324324,0.0003593663,0.00001333292,0.0003428521,0.0002588509,0.000110653],"category_scores_gemma":[0.0008255902,0.0001842466,0.000155071,0.001324786,0.0002354639,0.0001678599,0.0001194408,0.001128636,0.00002527191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001418856,"about_ca_system_score_gemma":0.0007088446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001220601,"about_ca_topic_score_gemma":0.00140816,"domain_scores_codex":[0.9912537,0.004974843,0.00152146,0.0006497212,0.0008845716,0.000715663],"domain_scores_gemma":[0.9958218,0.001390012,0.001296028,0.001043179,0.0001695143,0.000279455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005011138,0.0007775921,0.9760864,0.0002649693,0.0000183732,0.000182286,0.002794598,0.00004220284,0.00003535575,0.0002018668,0.01285072,0.006244503],"study_design_scores_gemma":[0.001793725,0.002691004,0.99124,0.0005503549,0.0000485269,0.00008534455,0.001572192,0.0001704587,0.00000969029,0.0005328094,0.001154234,0.0001516352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881012,0.0001404642,0.00004527175,0.00779796,0.0003089497,0.001956721,0.00002978514,0.0001178792,0.001501736],"genre_scores_gemma":[0.9972473,0.0005205717,0.00002845861,0.001265895,0.0006877906,0.0000261116,0.0001200987,0.00005079513,0.00005293919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01515361,"threshold_uncertainty_score":0.7513358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03964433838015845,"score_gpt":0.3653196227260445,"score_spread":0.3256752843458861,"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."}}