{"id":"W3163782470","doi":"10.12968/gasn.2021.19.4.6","title":"Career talk: gastrointestinal consultant nurse","year":2021,"lang":"en","type":"article","venue":"Gastrointestinal Nursing","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Nursing","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":[0.000762436,0.0004143248,0.0006073776,0.0001279788,0.001065119,0.00003595623,0.0002511881,0.0001270302,0.0009777441],"category_scores_gemma":[0.001679587,0.0004041845,0.0001648994,0.0004173038,0.0002446516,0.0001566081,0.00006868678,0.001730094,0.0005642421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006175507,"about_ca_system_score_gemma":0.001595121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002930734,"about_ca_topic_score_gemma":0.0003532173,"domain_scores_codex":[0.9949867,0.0009419738,0.001081329,0.0007515459,0.0005664999,0.001672006],"domain_scores_gemma":[0.9961196,0.0007012744,0.0003815081,0.0006415899,0.001471398,0.0006846446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001068347,0.002021696,0.622373,0.00352674,0.0001041204,0.01582408,0.01674805,0.0001059292,0.09123849,0.04925678,0.1006672,0.09706549],"study_design_scores_gemma":[0.009420315,0.002785312,0.3243971,0.1304241,0.0002812784,0.1109189,0.3469183,0.00236834,0.000984801,0.005119015,0.06364718,0.002735351],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7419345,0.002711234,0.02895486,0.03782029,0.004264303,0.002302751,0.0002326308,0.001474659,0.1803047],"genre_scores_gemma":[0.9502847,0.00001438462,0.04184451,0.0008155357,0.001878372,0.0001251252,0.00008085403,0.0001153436,0.004841153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3301702,"threshold_uncertainty_score":0.9999355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09069944363537694,"score_gpt":0.4085446706486039,"score_spread":0.3178452270132269,"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."}}