{"id":"W2481951713","doi":"10.1057/978-1-137-46639-6_8","title":"The Qatari Family at the Intersection of Policies","year":2016,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan UK eBooks","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"State (computer science); Political science; Population; Politics; Islam; Political economy; Urbanization; Development economics; Pace; Economic growth; Sociology; Geography; Law; Demography","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":[],"consensus_categories":[],"category_scores_codex":[0.001147719,0.0003105498,0.0003315922,0.00006947215,0.001208415,0.00009493263,0.0008811787,0.0003042802,0.0005169679],"category_scores_gemma":[0.00009038497,0.0001751628,0.0002621906,0.00001101033,0.002045273,9.7572e-7,0.0003391655,0.000238992,0.0004606353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027674,"about_ca_system_score_gemma":0.0003213547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001197999,"about_ca_topic_score_gemma":0.007003332,"domain_scores_codex":[0.9981128,0.0001246729,0.0005106244,0.0003259671,0.0004795579,0.0004463753],"domain_scores_gemma":[0.9977403,0.0009072984,0.0005398735,0.0005920389,0.000130715,0.00008978834],"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":[0.00001971664,8.617502e-8,0.000154376,0.000005890506,0.0001420334,0.000001028935,0.01065273,5.375261e-8,0.00006064852,0.9621714,0.000500459,0.0262916],"study_design_scores_gemma":[0.0001254435,0.00001980411,0.0004300501,0.00007463517,0.00003500723,0.000001557446,0.00232293,2.371273e-7,0.00007590448,0.752176,0.2445092,0.0002291385],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002302542,0.0005754535,0.00001392272,0.0007739541,0.001749845,0.0005704872,0.00006340766,0.00005885239,0.9938915],"genre_scores_gemma":[0.809121,0.00041907,0.00002069889,0.0002926788,0.0005372886,0.00003360415,0.000005590984,0.00004368477,0.1895264],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8068184,"threshold_uncertainty_score":0.9294274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02646130669237537,"score_gpt":0.2698214782515458,"score_spread":0.2433601715591705,"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."}}