{"id":"W6930467267","doi":"10.5281/zenodo.13692224","title":"Transparency Globescale: Governance and Insights","year":2024,"lang":"en","type":"book","venue":"","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prosperity; Corporate governance; Transparency (behavior); Economic stability; Population; Perspective (graphical); Economic governance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000160054,0.0002414153,0.0006140211,0.00002513919,0.00002679929,0.00004644439,0.00006256612,0.0004059619,0.001242565],"category_scores_gemma":[0.0001392185,0.0001720723,0.0001397962,0.00005838139,0.00008738621,0.0000780249,0.00003019591,0.0007505072,0.0004678995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007110363,"about_ca_system_score_gemma":0.0006738664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001774573,"about_ca_topic_score_gemma":0.0001405748,"domain_scores_codex":[0.9985893,0.00002757417,0.0004715763,0.0004625491,0.0003077634,0.0001412089],"domain_scores_gemma":[0.9989106,0.0003525493,0.0001203466,0.000329307,0.00007821847,0.0002089969],"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":[0.0003314345,0.0001482758,0.00004555263,0.002394897,0.0005457603,0.0006417697,0.0003316525,4.342413e-8,0.00003140613,0.4747048,0.4969068,0.02391759],"study_design_scores_gemma":[0.0007295015,0.0002403203,0.0002331573,0.0007688724,0.0007692506,0.00001965412,0.00001621423,0.00003858729,0.000003838691,0.005899337,0.9910793,0.0002019266],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002586561,0.03364958,0.00001987573,0.006584182,0.0004200806,0.0003588753,0.000114823,0.0001153327,0.9584786],"genre_scores_gemma":[0.006679406,0.004256477,0.0001036826,0.00379466,0.0005739346,0.000007959286,0.00004713918,0.00004139363,0.9844953],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4941725,"threshold_uncertainty_score":0.9996704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03488487839411509,"score_gpt":0.3342105304525952,"score_spread":0.2993256520584802,"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."}}