{"id":"W1930603547","doi":"10.1111/j.1365-2850.2011.01708.x","title":"Recruitment and retention of Canadian undergraduate psychiatric nursing faculty: challenges and recommendations","year":2011,"lang":"en","type":"article","venue":"Journal of Psychiatric and Mental Health Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Nursing; MEDLINE; Medicine; Psychology; Psychiatry; Medical education; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001178414,0.0002046667,0.0004925085,0.001039328,0.001127714,0.000007943541,0.00008577959,0.000164023,0.00003124846],"category_scores_gemma":[0.00001757856,0.0001840027,0.00005769799,0.0004518022,0.00012541,0.0002403585,0.00001617722,0.0005209024,0.000002071235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006298267,"about_ca_system_score_gemma":0.0006478496,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007169339,"about_ca_topic_score_gemma":0.006927941,"domain_scores_codex":[0.9971215,0.0004688319,0.001278558,0.000250635,0.0002472186,0.0006332966],"domain_scores_gemma":[0.997446,0.00007117421,0.001301559,0.0001284713,0.0001451819,0.0009076048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004304906,0.0003964406,0.01960924,0.001267136,0.00005958382,0.000002579985,0.05355155,1.870085e-7,0.000007378177,0.01686247,0.02975832,0.8780546],"study_design_scores_gemma":[0.01217972,0.009276029,0.4573438,0.0293641,0.0005416632,0.001086851,0.2634443,0.0001713048,0.00001324689,0.08089902,0.144609,0.001070946],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4856557,0.2310799,0.0001925906,0.2431408,0.008436399,0.003085779,0.0001104071,0.00004221995,0.02825624],"genre_scores_gemma":[0.7607356,0.204989,0.03278448,0.0008061659,0.0003653989,0.00001344977,0.00002314648,0.00003825164,0.0002444657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8769836,"threshold_uncertainty_score":0.999442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2028422503576637,"score_gpt":0.4585295414063932,"score_spread":0.2556872910487294,"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."}}