{"id":"W7106537149","doi":"10.5281/zenodo.17691822","title":"Assessment of Housing Characteristics and Crowding Index in Benue South Senatorial District, Nigeria","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Index (typography); Crowding; Population; Quarter (Canadian coin); Statistical analysis","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":[0.0001764823,0.0002141263,0.0002053189,0.000759853,0.0009891,0.0005450714,0.0002399977,0.0002905661,0.001200537],"category_scores_gemma":[0.0003882078,0.0002477926,0.0001672445,0.0008950495,0.0004110464,0.0002521052,0.0004702996,0.000283661,0.0001984332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006973094,"about_ca_system_score_gemma":0.0008434662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03289548,"about_ca_topic_score_gemma":0.09365386,"domain_scores_codex":[0.9998697,0.00002408381,0.00001659731,0.0000185473,0.0000234383,0.00004756534],"domain_scores_gemma":[0.9998024,0.00002848262,0.00005859189,0.000005699975,0.00004666477,0.00005804861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005371227,0.00009745283,0.9923383,0.00003844604,0.0000150239,0.000636862,0.002738499,0.0001134771,0.0007682651,0.0001609735,0.0001831211,0.002855856],"study_design_scores_gemma":[0.000002291833,0.0001451362,0.9684364,0.0000407279,0.00001607366,0.0004598973,0.02954525,0.0003042086,0.0002105693,0.0000821815,0.0007489974,0.000008256811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992539,0.00004728539,0.00002271846,0.00002866729,0.000002420038,0.000005793827,0.00006786198,6.243856e-7,0.000570791],"genre_scores_gemma":[0.9993029,0.00007316934,0.00006622913,0.000007431256,0.000001820625,0.000007891362,0.00008353325,3.693007e-7,0.0004567521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03289548,"threshold_uncertainty_score":0.06540799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02996247581199265,"score_gpt":0.2833007689402465,"score_spread":0.2533382931282539,"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."}}