{"id":"W4388674926","doi":"10.26635/6965.6278","title":"Trends in the primary healthcare nursing workforce in managing diabetes from two sample surveys in 2006–2008 and 2016 in Auckland, New Zealand","year":2023,"lang":"en","type":"article","venue":"New Zealand Medical Journal","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Quebec Population Health Research Network","funders":"","keywords":"Medicine; Diabetes mellitus; Workforce; Family medicine; Nursing; Primary care; Health care; Diabetes management; Type 2 diabetes","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":[0.003674536,0.0001761563,0.0004294748,0.001014627,0.00004679578,0.00007215288,0.0001835319,0.0001256733,0.0001884309],"category_scores_gemma":[0.0002337779,0.0001254008,0.00004721941,0.001220177,0.00005185346,0.0001660259,0.00003747771,0.000928829,0.000008204041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002183092,"about_ca_system_score_gemma":0.0003885182,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008014322,"about_ca_topic_score_gemma":0.009089318,"domain_scores_codex":[0.9973252,0.0005169199,0.0005748773,0.0002729958,0.0006100789,0.0006998648],"domain_scores_gemma":[0.9986814,0.0005827458,0.0001043363,0.0001612862,0.00001343449,0.0004568056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003665762,0.00005007783,0.5400802,0.0000110308,0.000007231021,0.00008144696,0.002168281,0.00001016387,0.000002970269,0.000003146103,0.03906786,0.4184809],"study_design_scores_gemma":[0.006081855,0.00009115749,0.9803243,0.002171548,0.00002211139,0.00001344209,0.0006353062,0.0005966821,0.000001049728,0.0032365,0.006703846,0.000122146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913996,0.001807111,0.00002902835,0.0828691,0.0004665779,0.0001825526,0.000004935001,0.00001921227,0.000625521],"genre_scores_gemma":[0.9820879,0.004653465,0.0002722817,0.003056494,0.002253772,0.00001227865,0.0005133713,0.00004138088,0.007109074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4402441,"threshold_uncertainty_score":0.9985914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03034935140684731,"score_gpt":0.3231645293449844,"score_spread":0.2928151779381371,"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."}}