{"id":"W4412713916","doi":"10.69520/jipe.v7i1.261","title":"Clustering Ontario Renters","year":2025,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Urban, Neighborhood, and Segregation Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conestoga College","funders":"","keywords":"Renting; Purchasing; Business; Marketing; Plan (archaeology); Cluster (spacecraft); Geography; Political science; Computer science","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":[0.001176832,0.00006983597,0.000150221,0.001099928,0.0002044257,0.00005431772,0.0002092738,0.00007051978,0.0001418176],"category_scores_gemma":[0.0007889483,0.00006915027,0.00003589467,0.002333767,0.00008728932,0.0003306065,0.00002308498,0.0002403091,0.00000310597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000903564,"about_ca_system_score_gemma":0.003166321,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005131949,"about_ca_topic_score_gemma":0.0244877,"domain_scores_codex":[0.998597,0.00005968384,0.0008603449,0.00008507034,0.0002606856,0.0001371765],"domain_scores_gemma":[0.9983491,0.0001036549,0.0005147372,0.0001006506,0.0009086612,0.00002324165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006815337,0.0005479621,0.4351106,0.00003598334,0.00009553006,0.000002002,0.05212608,0.0001066431,0.0004622208,0.278998,0.1770026,0.05544414],"study_design_scores_gemma":[0.0008279606,0.00006691059,0.2461243,0.0006391145,0.00003209616,0.000007457772,0.04089402,0.00002242591,0.000232989,0.02049362,0.6904249,0.0002341801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5587381,0.001794024,0.0434732,0.0465039,0.01142697,0.0006247431,0.000001747317,0.00008590932,0.3373514],"genre_scores_gemma":[0.9734312,0.0001060045,0.002877575,0.001203246,0.0002405378,0.00001272907,0.00000168081,0.000004367482,0.02212264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5134223,"threshold_uncertainty_score":0.9933128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500140477624663,"score_gpt":0.3464851466685551,"score_spread":0.3214837418923084,"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."}}