{"id":"W4413834867","doi":"10.24908/cpp-apc.v2025i1.19135","title":"The Implementation of Compact Development in Moncton, New Brunswick: Perspectives from Developers","year":2025,"lang":"en","type":"article","venue":"Canadian Planning and Policy / Aménagement et politique au Canada","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Software engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001349289,0.0001559906,0.0002090111,0.000587927,0.0003176608,0.0001675123,0.0003653058,0.00003896452,0.0001149129],"category_scores_gemma":[0.0003291943,0.0001225238,0.00002338261,0.0006611169,0.00006177258,0.0001543592,0.00004597634,0.0001318337,0.000002258941],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00197344,"about_ca_system_score_gemma":0.07870191,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9992766,"about_ca_topic_score_gemma":0.9999002,"domain_scores_codex":[0.9979101,0.0001993526,0.0005985523,0.0002826078,0.0005423652,0.0004670321],"domain_scores_gemma":[0.9985049,0.000608293,0.0001624214,0.0002570936,0.0001483924,0.0003189253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001480261,0.000006348683,0.6787264,0.00000907651,0.00008654494,0.000009793704,0.03115008,0.0006388697,0.000009482411,0.2101452,0.05847543,0.02072803],"study_design_scores_gemma":[0.0003026305,0.000008464078,0.6872784,0.00004326525,0.00000428369,5.174536e-7,0.03331516,0.00007476455,0.0001492138,0.001223385,0.2775036,0.00009637621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9046684,0.0003622023,0.00009206696,0.0476116,0.000209053,0.0003113705,0.00005867567,0.000007437106,0.04667922],"genre_scores_gemma":[0.993504,0.00004507615,0.0001175938,0.004135743,0.00005200455,0.000006515763,0.00003183862,0.000006148236,0.002101065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2190281,"threshold_uncertainty_score":0.926521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05737050102517771,"score_gpt":0.4373366808463941,"score_spread":0.3799661798212164,"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."}}