{"id":"W2092969530","doi":"10.2139/ssrn.1685005","title":"Speculating on Home Improvements","year":2011,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009824679,0.0004331638,0.0005987855,0.000435328,0.0005269154,0.001357978,0.0005950485,0.001197196,0.04282383],"category_scores_gemma":[0.007022455,0.0001514943,0.0004279189,0.0007609542,0.0006203419,0.001931068,0.0009687098,0.001316693,0.00279462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008363206,"about_ca_system_score_gemma":0.0008388543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007487534,"about_ca_topic_score_gemma":0.01146087,"domain_scores_codex":[0.9992474,0.0001348001,0.00002502811,0.0001443871,0.0002362658,0.0002121619],"domain_scores_gemma":[0.9977164,0.0007356443,0.0004583769,0.0004152711,0.000535119,0.0001392453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001394247,0.0008652377,0.1160186,0.000307931,0.0001649816,0.001241358,0.001595166,0.02697397,0.004803991,0.3355764,0.09108553,0.4199726],"study_design_scores_gemma":[0.0001720774,0.001436307,0.3774754,0.0002797802,0.0002604547,0.0006376576,0.01179352,0.07484014,0.01021,0.3731689,0.1496264,0.00009947616],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6070909,0.0007074289,0.01581151,0.01170531,0.0003847967,0.0001271261,0.003240485,0.0002956497,0.3606368],"genre_scores_gemma":[0.9662328,0.0003398916,0.001860909,0.0005600539,0.000120806,0.00002048442,0.0007552999,0.00003262548,0.03007715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04282383,"threshold_uncertainty_score":0.1432599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02617693955166452,"score_gpt":0.1972109902082667,"score_spread":0.1710340506566021,"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."}}