{"id":"W4415872171","doi":"10.21203/rs.3.rs-7856536/v1","title":"Towards A Doughnut Economy; An Institutional Failure Perspective","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Counterintuitive; Language change; Panel data; Government (linguistics); Perspective (graphical); Health care; Developing country; Index (typography); Public health","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","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007111798,0.0005758237,0.0007832927,0.00132577,0.003763087,0.00155668,0.002095769,0.0009861015,0.01510385],"category_scores_gemma":[0.0008973471,0.0006506029,0.0004763545,0.001270263,0.00199871,0.0009072793,0.002652756,0.00301824,0.00223186],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01254411,"about_ca_system_score_gemma":0.03087868,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02131356,"about_ca_topic_score_gemma":0.02116372,"domain_scores_codex":[0.991949,0.001775155,0.0008989989,0.002205466,0.001434453,0.001736932],"domain_scores_gemma":[0.9941716,0.0003492805,0.000217283,0.001048846,0.003147863,0.001065116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001870848,0.0006281149,0.001240932,0.0004559165,0.0002661743,0.00003127115,0.0965599,0.0005897054,0.000002299909,0.8243706,0.002488006,0.07318],"study_design_scores_gemma":[0.0007139387,0.0001645826,0.005888612,0.0007527823,0.00001977124,0.000004392898,0.1903865,0.00110454,0.00001011518,0.04729187,0.7529098,0.0007530933],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.021626,0.0006007606,0.0006860269,0.02928142,0.002291595,0.003132901,0.0004278522,0.0001700422,0.9417834],"genre_scores_gemma":[0.9346113,0.002561227,0.001279642,0.0003591515,0.002200628,0.001032717,0.0002393524,0.00003213258,0.05768389],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9129853,"threshold_uncertainty_score":0.9995945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1156339057397703,"score_gpt":0.4560568584375573,"score_spread":0.340422952697787,"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."}}