{"id":"W41329454","doi":"","title":"Modeling Type Choice Outcomes of Housing Development Projects in the City of Hamilton, Canada","year":2010,"lang":"en","type":"article","venue":"Transportation Research Board 89th Annual MeetingTransportation Research Board","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Multinomial logistic regression; Land use; Census; Subdivision; Geography; Geographic information system; Regional science; Computer science; Civil engineering; Cartography; Engineering; Population","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":[0.001130005,0.0004816768,0.0005304281,0.001023154,0.001261972,0.002091496,0.001714626,0.0006469061,0.004334716],"category_scores_gemma":[0.003337086,0.0004661417,0.0006724733,0.002355539,0.0008000127,0.0005302894,0.001033646,0.0008702882,0.0003916287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0356722,"about_ca_system_score_gemma":0.02182067,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9897512,"about_ca_topic_score_gemma":0.9932889,"domain_scores_codex":[0.9992834,0.0001600489,0.00001791305,0.0001385577,0.00008297252,0.0003171711],"domain_scores_gemma":[0.9977591,0.0007499582,0.0003387902,0.00009192697,0.0006426966,0.0004176288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004148507,0.000384006,0.8315313,0.0001238945,0.0002571441,0.0004251296,0.001643067,0.1281965,0.0005440596,0.009535207,0.007740308,0.01920453],"study_design_scores_gemma":[0.0001597197,0.0001540107,0.5312369,0.0001058372,0.0002068678,0.00006428621,0.005670654,0.449019,0.0004714743,0.003267255,0.00953809,0.0001058936],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989441,0.0002271454,0.001613604,0.0004546482,0.00001062072,0.0001509916,0.00514177,0.0000216891,0.00293852],"genre_scores_gemma":[0.987765,0.0002703188,0.001691202,0.00004678748,0.000005106486,0.0001330517,0.003219738,0.00001010929,0.006858697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0356722,"threshold_uncertainty_score":0.2588211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1057828090453497,"score_gpt":0.3358382185286957,"score_spread":0.2300554094833459,"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."}}