{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003813986,0.00003124862,0.00008055519,0.00003023475,0.0002618133,0.0000164877,0.00005424872,0.00003471963,0.000006917453],"category_scores_gemma":[0.00004271856,0.00002771085,0.00001083247,0.00004882088,0.0002961468,0.00007062992,0.00004044798,0.00003142428,7.505211e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009735366,"about_ca_system_score_gemma":0.00003111013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001234932,"about_ca_topic_score_gemma":0.002167833,"domain_scores_codex":[0.9997132,0.00004576074,0.00005511775,0.00005108738,0.00005380765,0.00008098195],"domain_scores_gemma":[0.9997353,0.0001503253,0.00001701207,0.00004626447,0.00003105869,0.00002006589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002889593,0.00004445395,0.5931411,0.000451264,0.00004862944,3.437752e-7,0.1945059,9.211264e-8,0.00006557152,0.1645508,0.0009793687,0.04618356],"study_design_scores_gemma":[0.0002324394,0.00002042575,0.861769,0.0001021518,0.00001027392,8.229254e-8,0.08410283,0.00001943098,0.00006655937,0.02570317,0.02789679,0.00007690956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817675,0.006504623,0.00004338564,0.003980095,0.0001233352,0.0002111267,0.000007471,0.00001907977,0.007343379],"genre_scores_gemma":[0.9988174,0.0005783603,0.0002363066,0.0000491514,0.00001770653,0.00001137217,0.000001466371,0.000001022981,0.0002872505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2686278,"threshold_uncertainty_score":0.2013683,"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."}}