{"id":"W2782766002","doi":"10.21237/c7clio8237450","title":"Demographic Structural Theory: 25 Years On","year":2017,"lang":"en","type":"article","venue":"Cliodynamics The Journal of Quantitative History and Cultural Evolution","topic":"Income, Poverty, and Inequality","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); History; Politics; Epistemology; Sociology; Positive economics; Political science; Law; Philosophy; Economics","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":[0.007791746,0.001054373,0.001268868,0.004696317,0.004056487,0.007309404,0.001654381,0.004928486,0.0146318],"category_scores_gemma":[0.01204438,0.0006534072,0.0007774964,0.004894661,0.01868161,0.01620965,0.00634252,0.01021738,0.002905559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009884511,"about_ca_system_score_gemma":0.004786466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008492644,"about_ca_topic_score_gemma":0.008809826,"domain_scores_codex":[0.9977797,0.001074999,0.0001168562,0.0003126257,0.0004648652,0.0002511289],"domain_scores_gemma":[0.9938484,0.004055601,0.0002170617,0.0004881362,0.0008801325,0.0005106638],"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":[0.00003309074,0.00004445335,0.000424939,0.0004308318,0.00001396127,0.0000810551,0.002859246,0.0003093573,0.00004012901,0.8117054,0.1116731,0.07238447],"study_design_scores_gemma":[0.000005849346,0.00001634295,0.0004150486,0.001474173,0.000004901861,0.000047388,0.001597294,0.0001333566,0.00004076725,0.1780771,0.8181723,0.00001551696],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002627787,0.6026899,0.004833309,0.3107781,0.01815051,0.00002619585,0.0002911816,0.00007594955,0.06052712],"genre_scores_gemma":[0.126982,0.7197773,0.004602253,0.06315213,0.03954868,0.0001816117,0.0004327494,0.0003090721,0.04501419],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0146318,"threshold_uncertainty_score":0.07171744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05382315741838174,"score_gpt":0.3421048248885172,"score_spread":0.2882816674701354,"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."}}