{"id":"W4411472441","doi":"10.7771/3067-4883.1113","title":"Developing Amenities to Create More Sustainable and Inclusive Human Settlements","year":2025,"lang":"en","type":"article","venue":"CIB Conferences","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Human settlement; Environmental planning; Business; Sustainable development; Natural resource economics; Geography; Political science; Economics; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00321322,0.0003364286,0.0002440068,0.001333046,0.00327063,0.003403795,0.001371415,0.001281429,0.0211008],"category_scores_gemma":[0.004437703,0.0002013275,0.0005001632,0.001337649,0.003523668,0.003346801,0.01089505,0.001626005,0.001762192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003171368,"about_ca_system_score_gemma":0.009374196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007108292,"about_ca_topic_score_gemma":0.02703556,"domain_scores_codex":[0.9981584,0.0008750712,0.00005625783,0.00009047956,0.0002947233,0.0005250615],"domain_scores_gemma":[0.9982808,0.0003708967,0.0002861301,0.0001783923,0.0002518315,0.0006320993],"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":[0.0001230957,0.0006727166,0.01684801,0.002885433,0.00006689941,0.002231691,0.04452332,0.006366118,0.004745938,0.6142058,0.03087026,0.2764606],"study_design_scores_gemma":[0.00007286471,0.0002546386,0.02830399,0.002089401,0.00004427357,0.0005851997,0.06777053,0.001969403,0.001402577,0.102577,0.7948758,0.00005430081],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2967874,0.004984216,0.06025552,0.04230885,0.001021795,0.001977309,0.0007723081,0.0004372143,0.5914554],"genre_scores_gemma":[0.8900347,0.002990115,0.06459131,0.002136164,0.0001219226,0.0008163456,0.0002941457,0.00006701752,0.03894834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0211008,"threshold_uncertainty_score":0.07058918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0447583354242768,"score_gpt":0.3632562438059561,"score_spread":0.3184979083816793,"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."}}