{"id":"W7075730100","doi":"","title":"Stocktaking of the Housing Sector in Sub-Saharan Africa : Challenges and Opportunities","year":2015,"lang":"en","type":"report","venue":"The World Bank Open Knowledge Repository (World Bank)","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urbanization; Pace; Investment (military); Population; Population growth; Quarter (Canadian coin); Quality (philosophy); Megacity; Urban planning","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00160792,0.000571208,0.0009810831,0.0002433047,0.0004013928,0.0002259201,0.001418288,0.00008966088,0.00008311393],"category_scores_gemma":[0.00002768269,0.0003734171,0.0002804927,0.0004685686,0.0005990756,0.0002095693,0.001509545,0.000894418,0.000009758382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002786985,"about_ca_system_score_gemma":0.001838781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003017276,"about_ca_topic_score_gemma":0.0008056856,"domain_scores_codex":[0.9965191,0.0006735039,0.0008918838,0.0006116257,0.0008340538,0.0004697749],"domain_scores_gemma":[0.9966683,0.0006637011,0.000799295,0.0008954328,0.0008410939,0.0001321213],"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":[0.0004307292,0.001917169,0.001343561,0.00145805,0.00178965,0.000063978,0.008021006,0.0003736331,0.0004222889,0.4322495,0.1505879,0.4013425],"study_design_scores_gemma":[0.001133906,0.00009047926,0.006893539,0.004313447,0.000614625,0.00002478427,0.0005993125,0.0003943775,0.001554964,0.1170503,0.8659846,0.001345631],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007046276,0.03388992,0.00001942115,0.0005998971,0.001626369,0.001153162,0.00007857644,0.00003471611,0.9555517],"genre_scores_gemma":[0.9558294,0.0002973158,0.00003558655,0.00001468036,0.001830414,0.0001408745,0.00002200832,0.00009782996,0.04173183],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9487832,"threshold_uncertainty_score":0.9998718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045765739893516,"score_gpt":0.3010400675570987,"score_spread":0.1964634935677471,"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."}}