{"id":"W2964846256","doi":"10.1108/ijhma-02-2019-0011","title":"Identifying the preference of buyers of single-family homes in Dammam, Saudi Arabia","year":2019,"lang":"en","type":"article","venue":"International Journal of Housing Markets and Analysis","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Originality; Single-family detached home; Preference; Government (linguistics); Value (mathematics); Business; Single family; Marketing; Advertising; Geography; Sociology; Economics; Finance; Qualitative research; Social science; Computer science","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":[0.0005722953,0.0001259812,0.0001413783,0.0004524254,0.000504968,0.0008331927,0.0002293267,0.0001830314,0.003779539],"category_scores_gemma":[0.001486174,0.00008340087,0.0001133521,0.0005505017,0.0002228137,0.0005098471,0.0002803499,0.0001710976,0.0002955663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004865646,"about_ca_system_score_gemma":0.0003621622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01234155,"about_ca_topic_score_gemma":0.0257786,"domain_scores_codex":[0.9997993,0.00007194164,0.00001494893,0.00002341779,0.00005133887,0.00003903987],"domain_scores_gemma":[0.9989499,0.0002763043,0.0004268378,0.00003207417,0.0002103079,0.0001045657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001792898,0.00005899926,0.9583424,0.0001213373,0.00003071572,0.000676474,0.01116982,0.00008872274,0.001052487,0.0003127511,0.0007107827,0.02725612],"study_design_scores_gemma":[0.000007641527,0.0001706886,0.8620586,0.0001067532,0.00002694992,0.001040517,0.1305647,0.0006860432,0.0007473522,0.0001943412,0.004379847,0.00001655641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994426,0.0001119418,0.00004264226,0.00004346225,0.00000147389,0.000003614065,0.00005001634,3.743886e-7,0.0003038015],"genre_scores_gemma":[0.9992537,0.0001531336,0.0001320999,0.00002502182,0.000001586591,0.00000354479,0.00004926476,4.149973e-7,0.0003812017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01234155,"threshold_uncertainty_score":0.02453947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0367464541039469,"score_gpt":0.2343075512882914,"score_spread":0.1975610971843446,"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."}}