{"id":"W4220790383","doi":"10.1080/10376178.2022.2056067","title":"No more unimplementable nurse workforce planning","year":2022,"lang":"en","type":"review","venue":"Contemporary Nurse","topic":"Nursing education and management","field":"Nursing","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Kwangwoon University; Korea National University of Transportation","keywords":"Workforce; Nursing; Staffing; Workforce planning; Nurse education; Health care; Nursing shortage; Medicine; Political science","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":[0.0005104411,0.0008005394,0.001618528,0.0005806624,0.0005347877,0.0001999965,0.000950486,0.0002259326,0.00321757],"category_scores_gemma":[0.0000893476,0.0008021471,0.0006041894,0.0007857456,0.000133928,0.0003355001,0.0001061278,0.0009124525,0.0006166721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008421526,"about_ca_system_score_gemma":0.0004122241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007240316,"about_ca_topic_score_gemma":9.056072e-7,"domain_scores_codex":[0.9961945,0.00046576,0.001080586,0.0009633548,0.0005752786,0.0007205399],"domain_scores_gemma":[0.9973204,0.0002540715,0.0008145898,0.001265076,0.00005613934,0.00028975],"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":[0.00003975382,0.0001710809,0.00001024955,0.002350806,0.00008227687,0.00003645629,0.0006075515,0.000001474089,6.698738e-8,0.0002113298,0.5261566,0.4703324],"study_design_scores_gemma":[0.0005104785,0.0001643176,0.000002996427,0.009031201,0.0005403185,0.00002717796,0.002570571,0.00001012703,4.486773e-7,0.00003147115,0.9863222,0.0007886602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000103383,0.7982828,0.000007179537,0.0004924784,0.0250068,0.001799542,0.00008877715,0.0003782272,0.1739432],"genre_scores_gemma":[0.00002063736,0.7661303,0.0002021774,0.001909668,0.001240457,0.0009801879,0.004173146,0.000382715,0.2249607],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4695437,"threshold_uncertainty_score":0.9994429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1360849274478594,"score_gpt":0.4145574286777773,"score_spread":0.278472501229918,"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."}}