{"id":"W4239143896","doi":"10.1007/978-1-4939-7131-2_100265","title":"Demographic Structure","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Demographic Trends and Gender Preferences","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002144088,0.000265914,0.0002719148,0.0002956833,0.000483428,0.0001217782,0.0004879747,0.000672754,0.071065],"category_scores_gemma":[0.00001345673,0.0002198996,0.0002240679,0.00009304628,0.0009590584,0.00008606871,0.00005963143,0.0003032059,0.0002916362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001730685,"about_ca_system_score_gemma":0.0001718355,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003083059,"about_ca_topic_score_gemma":0.03944481,"domain_scores_codex":[0.9984151,0.00003326241,0.0002132358,0.000427949,0.0005735749,0.000336921],"domain_scores_gemma":[0.9991795,0.00004997783,0.0001340106,0.000306565,0.0001370241,0.0001929613],"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":[0.000002604527,0.000003024823,0.0002042345,0.000006197044,0.00008904198,0.000003531018,0.002187707,1.787974e-8,4.952759e-7,0.9042221,0.06851258,0.02476844],"study_design_scores_gemma":[0.00003456759,0.0000200867,0.000130651,0.00001803492,0.0000306831,5.377721e-7,0.0001904933,1.296647e-7,5.403483e-7,0.3846402,0.6147379,0.0001962138],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001427726,0.0006656252,0.00001964919,0.0005385823,0.0008032502,0.0001353387,0.00005715553,0.000212556,0.9974251],"genre_scores_gemma":[0.03837579,0.0008985912,0.0003238473,0.0002796126,0.001134592,0.000001750757,0.00002893358,0.000028386,0.9589285],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5462252,"threshold_uncertainty_score":0.9780828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03690317380039423,"score_gpt":0.2830649129115554,"score_spread":0.2461617391111612,"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."}}