{"id":"W4416229886","doi":"10.70382/mejaimr.v10i2.086","title":"ECOMIMICRY ARCHITECTURE IN DEVELOPING COUNTRIES: EMERGING TRENDS, CHALLENGES, AND OPPORTUNITIES IN NIGERIA AND BEYOND","year":2025,"lang":"","type":"article","venue":"International Journal of African Innovation and Multidisciplinary Research","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adaptability; Context (archaeology); Developing country; Resource (disambiguation); Port (circuit theory); Architecture","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":[],"consensus_categories":[],"category_scores_codex":[0.003290179,0.0002348742,0.0003939515,0.007188746,0.0001451615,0.0002367984,0.000278959,0.000141061,0.00001869668],"category_scores_gemma":[0.0001988303,0.0002405096,0.00002618083,0.001044274,0.0002725074,0.0004383944,0.0004326903,0.0009144461,1.546114e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006235996,"about_ca_system_score_gemma":0.0006196873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002683595,"about_ca_topic_score_gemma":0.0001352458,"domain_scores_codex":[0.9973738,0.0002424279,0.001074988,0.0002976004,0.0006010405,0.0004100989],"domain_scores_gemma":[0.9979987,0.0006279752,0.0002055817,0.0001005819,0.0009876345,0.00007954212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001300896,0.0002675298,0.01455769,0.001081743,0.0004843337,0.00113572,0.05277243,0.001583786,0.001479716,0.2638849,0.0006199214,0.6608313],"study_design_scores_gemma":[0.01497381,0.001055063,0.3529792,0.01049464,0.00004998555,0.0007388568,0.3716026,0.02801487,0.0008297326,0.09381031,0.1238318,0.001619135],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9030159,0.01754143,0.001387169,0.07354032,0.0006139369,0.0002314023,0.00001523318,0.0000112023,0.00364337],"genre_scores_gemma":[0.9400514,0.05779939,0.001496099,0.0001171428,0.0001181056,0.00001443068,0.000006976243,0.00001993847,0.0003765049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6592122,"threshold_uncertainty_score":0.9807698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06904612303050843,"score_gpt":0.375825156952372,"score_spread":0.3067790339218636,"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."}}