{"id":"W4400962240","doi":"10.1007/978-3-031-65668-2_16","title":"Housing Rental Information Management and Prediction System Based on CatBoost Algorithm - a Case Study of Halifax Region","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Renting; Operations research; Artificial intelligence; Algorithm; Data mining; Engineering; Civil engineering","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":[0.0002061626,0.0002174242,0.0001820538,0.001007319,0.00007171006,0.0001212222,0.0001497035,0.00009877961,4.708338e-7],"category_scores_gemma":[0.00000151887,0.000209206,0.00002914879,0.0002022442,0.00007622052,0.0002249049,0.0001178329,0.000238004,0.000001817237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002884323,"about_ca_system_score_gemma":0.0000113911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004455726,"about_ca_topic_score_gemma":0.00003545608,"domain_scores_codex":[0.9988742,0.000007521545,0.0003238498,0.000290046,0.0003665808,0.0001377389],"domain_scores_gemma":[0.9995466,0.00002435877,0.00006813797,0.0002884301,0.00003215443,0.00004035051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000504577,0.00002401201,0.00001276637,0.0006506463,0.00002834057,0.0006572471,0.0008674758,0.2544336,9.894109e-7,0.0005567229,0.0001316064,0.7426316],"study_design_scores_gemma":[0.0002422776,0.000220528,0.00002253377,0.001039857,0.00004116163,0.0001937194,0.00002542486,0.9976275,0.0000263972,0.00009199218,0.0003160986,0.0001525281],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0007565862,0.00005237408,0.9928703,0.00001019635,0.0009719083,0.0007690985,0.00001702374,0.001421908,0.003130581],"genre_scores_gemma":[0.9854729,0.00001787758,0.01434286,0.00003517664,0.00006720523,0.00001935524,0.00001130934,0.00001930943,0.00001402818],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9847163,"threshold_uncertainty_score":0.8531175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008661845853340608,"score_gpt":0.2023992963797148,"score_spread":0.1937374505263743,"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."}}