{"id":"W7108080813","doi":"10.1108/ijhma-11-2025-232","title":"Editorial","year":2025,"lang":"en","type":"article","venue":"International Journal of Housing Markets and Analysis","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Residence; Marital status; Welfare; Robustness (evolution); Market research; Econometric model; Immigration","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005833211,0.00008605616,0.0003499076,0.001288452,0.00006135183,0.0001638311,0.0002261229,0.00006286878,0.0001092855],"category_scores_gemma":[0.00004241284,0.000085525,0.0002556698,0.0004778543,0.00004417208,0.0002036208,0.00004743055,0.0001280862,0.000004549142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006364505,"about_ca_system_score_gemma":0.00002942705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001028251,"about_ca_topic_score_gemma":0.0000189559,"domain_scores_codex":[0.9990548,0.00001473797,0.0005900759,0.0001425396,0.00009115296,0.0001067077],"domain_scores_gemma":[0.9991246,0.00005499789,0.0004894602,0.00008684737,0.0002038021,0.00004024132],"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":[0.000738631,0.0004780137,0.5294912,0.00004431466,0.01515086,0.0001514877,0.0009775356,0.001052115,0.0002259513,0.1698372,0.2208392,0.06101341],"study_design_scores_gemma":[0.0007206282,0.00002036799,0.02863939,0.00004821765,0.0001907074,0.00000711875,0.00002568283,0.001603673,0.00002698532,0.004492172,0.9640955,0.0001295485],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6984456,0.008898019,0.07163158,0.005051055,0.1155502,0.00007946503,0.00008500798,0.00003145056,0.1002276],"genre_scores_gemma":[0.9884281,0.001602678,0.000885422,0.0002550933,0.00780777,4.519667e-7,0.000002690547,0.000006444319,0.001011372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7432563,"threshold_uncertainty_score":0.3487608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01018986386887167,"score_gpt":0.2387663121186386,"score_spread":0.228576448249767,"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."}}