{"id":"W3156454838","doi":"10.12968/gasn.2021.19.3.6","title":"Career talk: Lead Colorectal Specialist 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; Lead (geology); Family medicine","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":[0.0004523932,0.0002441287,0.0004115857,0.0000766011,0.000881107,0.0000245972,0.00015589,0.0001476722,0.000754819],"category_scores_gemma":[0.0005479603,0.0002433802,0.0001196438,0.0002559051,0.0001469491,0.0001081733,0.00003893943,0.001097116,0.0004620643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005857333,"about_ca_system_score_gemma":0.0008956636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004228703,"about_ca_topic_score_gemma":0.001340271,"domain_scores_codex":[0.996785,0.0006758742,0.0006426488,0.0004754928,0.0003822854,0.001038683],"domain_scores_gemma":[0.9981662,0.0003110865,0.0002102848,0.0003445013,0.0006263792,0.0003415234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001027679,0.001698811,0.4005364,0.003065555,0.0001134617,0.007594637,0.05195365,0.00003773743,0.07517138,0.04603906,0.2293218,0.1834399],"study_design_scores_gemma":[0.004674901,0.001581846,0.4827026,0.03957682,0.0001521501,0.01142362,0.3525301,0.0006784018,0.001626576,0.00330625,0.09999858,0.001748083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7863584,0.001034094,0.002310669,0.01857549,0.004102316,0.0006973003,0.0000693297,0.0003931696,0.1864592],"genre_scores_gemma":[0.9843522,0.000009873608,0.006544555,0.0004710668,0.003560839,0.00004385074,0.00005603454,0.00006485352,0.00489678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3005765,"threshold_uncertainty_score":0.9924757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09298753347341074,"score_gpt":0.4119664649821573,"score_spread":0.3189789315087466,"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."}}