{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002334009,0.0008402694,0.0007397323,0.0005937673,0.01058219,0.002892732,0.00138392,0.008557416,0.06299149],"category_scores_gemma":[0.01137531,0.0007303809,0.0006828982,0.0005204346,0.001760812,0.002959502,0.005253438,0.01507363,0.01827514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00285406,"about_ca_system_score_gemma":0.007704584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01187739,"about_ca_topic_score_gemma":0.03548655,"domain_scores_codex":[0.9978661,0.0006010325,0.00008954815,0.0001709892,0.0004521368,0.000820137],"domain_scores_gemma":[0.9903308,0.0008668962,0.0003475691,0.00008724622,0.001776714,0.006590698],"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":[0.00003480634,0.00005228853,0.0007802918,0.000100114,0.000003288596,0.001258308,0.005059924,0.00002330391,0.0003966023,0.0004763576,0.9839519,0.007862835],"study_design_scores_gemma":[0.0000251743,0.000189823,0.004037884,0.000428716,0.000007051367,0.004378505,0.07078201,0.00008165892,0.0001845713,0.0003762193,0.9194514,0.00005699575],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01418378,0.007110946,0.001587221,0.7763994,0.1098573,0.0003416916,0.000312366,0.0004289396,0.08977833],"genre_scores_gemma":[0.06179445,0.005009071,0.001315262,0.5625691,0.01329886,0.0006347222,0.0001706966,0.0003382834,0.3548695],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06299149,"threshold_uncertainty_score":0.2107276,"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."}}