{"id":"W3159644678","doi":"10.71781/20946","title":"Essays in innovation, inequality and risk","year":2020,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inequality; Neoclassical economics; Economics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003080097,0.0004924362,0.0005566608,0.002734143,0.002981214,0.006311412,0.0007938989,0.002786502,0.01201764],"category_scores_gemma":[0.01134867,0.0001748075,0.0006720114,0.003660697,0.006907216,0.00485908,0.003158277,0.002438372,0.0009134702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00539303,"about_ca_system_score_gemma":0.004343411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005918429,"about_ca_topic_score_gemma":0.005587447,"domain_scores_codex":[0.9975699,0.0009367918,0.0001179707,0.0002356897,0.0008354214,0.0003042339],"domain_scores_gemma":[0.9923275,0.005903606,0.0004684631,0.0002694505,0.0007247283,0.0003062869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000143661,0.00001870711,0.00112044,0.0002064388,0.00001124239,0.00009591949,0.003555128,0.0005744674,0.00003898927,0.9356235,0.03392556,0.02481515],"study_design_scores_gemma":[0.00001288989,0.00001891501,0.003103288,0.001177245,0.00001497591,0.0001542879,0.003506657,0.0006497231,0.0001003567,0.5100551,0.4811883,0.00001827397],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02323347,0.1854347,0.008792822,0.2343864,0.005525453,0.00005747534,0.0003412771,0.00003180629,0.5421968],"genre_scores_gemma":[0.6061568,0.1806135,0.003730134,0.02027784,0.01194296,0.0002108299,0.0003077948,0.00008907631,0.1766711],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01201764,"threshold_uncertainty_score":0.04020298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09622391680023788,"score_gpt":0.4181571821567135,"score_spread":0.3219332653564757,"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."}}