{"id":"W4415477762","doi":"10.32920/29873669.v1","title":"Re-Envisioning Suburban Corridors : Intensifying Markham with Incremental Metropolitanism","year":2025,"lang":"","type":"article","venue":"","topic":"Literary, Cultural, Historical Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban sprawl; Infill; Pedestrian; Affordable housing; Subdivision; Borough; Land use","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002335003,0.0003383652,0.0001568689,0.0004326822,0.007188001,0.004494783,0.001248413,0.0007791259,0.006835402],"category_scores_gemma":[0.002304801,0.0002254686,0.0002657913,0.0003638545,0.01225404,0.004235041,0.008807507,0.00142091,0.0005498103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004878906,"about_ca_system_score_gemma":0.003927217,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01454641,"about_ca_topic_score_gemma":0.07805932,"domain_scores_codex":[0.9981716,0.001242394,0.00001916052,0.0001548755,0.0001135148,0.0002984699],"domain_scores_gemma":[0.9988201,0.0003170256,0.00008203792,0.0002448513,0.0001167647,0.0004191787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008056904,0.0001184599,0.006485241,0.0001475149,0.000007683513,0.0007838252,0.6423023,0.0007811887,0.001358514,0.2931301,0.006121452,0.04868326],"study_design_scores_gemma":[0.00001632429,0.0001931612,0.004386414,0.0001730355,0.00002224318,0.0003355459,0.5953534,0.001014985,0.00148281,0.05767419,0.339316,0.00003188374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7643047,0.0005651541,0.01469716,0.006981157,0.0001601184,0.0001159461,0.00002840975,0.0001514352,0.2129959],"genre_scores_gemma":[0.9834695,0.0001900331,0.004558248,0.0002476508,0.00001550008,0.00005544665,0.00001007121,0.00004255728,0.01141103],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9854536,"threshold_uncertainty_score":0.03539914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693627277154237,"score_gpt":0.2287506284985831,"score_spread":0.2118143557270407,"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."}}