{"id":"W3041059236","doi":"10.3390/jrfm13070149","title":"The Criteria of Optimal Training Cost Allocation for Sustainable Value in Aesthetic Medicine Industry","year":2020,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Legal, Health, Environmental and COVID-19 Challenges","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Revenue; Order (exchange); Business; Compensation (psychology); Risk analysis (engineering); Sustainable development; Quality (philosophy); Sustainable growth rate; Decision model; Human resource management; Training (meteorology); Value (mathematics); Operations management; Environmental economics; Actuarial science; Marketing; Computer science; Knowledge management; Economics; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004491418,0.0008213041,0.0009564115,0.002455247,0.001000603,0.003756047,0.00118444,0.00176895,0.002578746],"category_scores_gemma":[0.01255617,0.0003859414,0.0008235022,0.001260489,0.001464486,0.002327216,0.00157184,0.0009822251,0.0001506954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004176193,"about_ca_system_score_gemma":0.003977994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005668368,"about_ca_topic_score_gemma":0.003111552,"domain_scores_codex":[0.9965146,0.001673272,0.0002001212,0.00036898,0.0007775067,0.0004654972],"domain_scores_gemma":[0.9963158,0.002319219,0.0004143507,0.0001090657,0.0006582961,0.0001832288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002033448,0.000205215,0.007288038,0.0004455821,0.0001044377,0.0001993554,0.0005539508,0.7924665,0.00305799,0.1396697,0.002452545,0.05335337],"study_design_scores_gemma":[0.00002220833,0.0001317056,0.002815126,0.0001218678,0.00004546397,0.00007717186,0.0004935486,0.9529146,0.00123018,0.04089135,0.001212219,0.00004449758],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2393991,0.0008990424,0.7317883,0.001488108,0.00007590149,0.0005834708,0.0001984078,0.00007704172,0.02549073],"genre_scores_gemma":[0.9424124,0.0003226489,0.05526724,0.00005762021,0.00002535813,0.0003126219,0.00006420469,0.00001815912,0.001519714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005668368,"threshold_uncertainty_score":0.03030062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02852211647604363,"score_gpt":0.2911960143569943,"score_spread":0.2626738978809506,"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."}}