{"id":"W2992947484","doi":"","title":"Human resources. Your redundancy rescue plan.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Redundancy (engineering); Plan (archaeology); Computer science; Business; Process management; Risk analysis (engineering); Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001177939,0.0006944726,0.0008137116,0.004871687,0.001214137,0.002628959,0.001397168,0.001693935,0.7947569],"category_scores_gemma":[0.01562388,0.0005547262,0.0006238148,0.003250788,0.0005186815,0.00313852,0.00260026,0.0008362955,0.6270729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005328506,"about_ca_system_score_gemma":0.003077714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004900757,"about_ca_topic_score_gemma":0.009470797,"domain_scores_codex":[0.9992684,0.0001354781,0.0001387225,0.00006456783,0.0002975115,0.00009530101],"domain_scores_gemma":[0.9906952,0.002314706,0.0007441872,0.001002692,0.003420027,0.001823112],"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":[0.00002035251,0.00001191802,0.00007685118,0.0004659107,0.000002482981,0.0000426224,0.00002214262,0.000009400065,0.00006254001,0.0001902408,0.9460074,0.05308829],"study_design_scores_gemma":[0.00003622128,0.00001809651,0.0005997337,0.0005144413,0.000005374363,0.00009535968,0.00008381861,0.0000323456,0.0001327031,0.0004039653,0.9980685,0.0000094579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001401341,0.006990435,0.002142953,0.03479959,0.007643909,0.0009170487,0.1147795,0.01548485,0.8158404],"genre_scores_gemma":[0.01594468,0.01123065,0.009886891,0.02190492,0.006574257,0.001323383,0.07200517,0.004676407,0.8564535],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7947569,"threshold_uncertainty_score":0.2927544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1970074169163778,"score_gpt":0.4359162896475898,"score_spread":0.238908872731212,"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."}}