{"id":"W4407515422","doi":"10.3390/sci7010020","title":"Planning for Change Adaptability and Circularity of Communities and Homes","year":2025,"lang":"en","type":"article","venue":"Sci","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Adaptability; Geography; Environmental resource management; Environmental planning; Architectural engineering; Environmental science; Engineering; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004914884,0.0003687995,0.000243957,0.0009485246,0.004575202,0.003949428,0.001569478,0.000899911,0.003545872],"category_scores_gemma":[0.007314066,0.0004306765,0.000535862,0.0006639387,0.007819051,0.003798127,0.007627409,0.00136027,0.000322712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00427935,"about_ca_system_score_gemma":0.007699846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007188484,"about_ca_topic_score_gemma":0.01894454,"domain_scores_codex":[0.9933659,0.003853952,0.000226451,0.0009076873,0.0009777147,0.0006683513],"domain_scores_gemma":[0.9963648,0.001278078,0.0004800399,0.0007927602,0.0006092813,0.0004750344],"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":[0.0001153717,0.0002471059,0.01435001,0.000344327,0.00005318598,0.001169117,0.07795268,0.04058392,0.003759823,0.5365847,0.004759173,0.3200806],"study_design_scores_gemma":[0.00008415241,0.0007545312,0.01614704,0.0005986951,0.00007668304,0.00084839,0.08959406,0.02902733,0.004144492,0.3761764,0.4824018,0.0001464393],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2146786,0.0006150284,0.5838718,0.006438491,0.0001455425,0.001824181,0.00005560186,0.0004387109,0.191932],"genre_scores_gemma":[0.865336,0.0002519618,0.1233636,0.0002257515,0.00001699625,0.0005088039,0.00003489338,0.00005967256,0.01020221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007188484,"threshold_uncertainty_score":0.03104895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1564847139348368,"score_gpt":0.3759998460994731,"score_spread":0.2195151321646363,"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."}}