{"id":"W2979520020","doi":"10.3386/w26335","title":"The Consumption Value of College","year":2019,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Social Sciences and Humanities Research Council of Canada; Spencer Foundation; Andrew W. Mellon Foundation; National Science Foundation","keywords":"Value (mathematics); Consumption (sociology); Statistics; Mathematics; Economics; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003129946,0.0001340438,0.0001860158,0.0007065069,0.0002152191,0.001659258,0.0002392492,0.0003616371,0.0103025],"category_scores_gemma":[0.003359896,0.0001208468,0.0001935864,0.00119398,0.0002854355,0.001160451,0.0005331506,0.000646801,0.001349215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141952,"about_ca_system_score_gemma":0.0004837734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005357667,"about_ca_topic_score_gemma":0.004028282,"domain_scores_codex":[0.9997776,0.00003469528,0.00001695877,0.00005161375,0.00006400247,0.00005521453],"domain_scores_gemma":[0.9991682,0.0002253692,0.0002065946,0.0001284312,0.0001436118,0.0001278321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004408285,0.0002742847,0.4671522,0.0001402793,0.0001962903,0.0003569187,0.001265082,0.01845847,0.003568442,0.2386449,0.01486316,0.2546392],"study_design_scores_gemma":[0.00003932888,0.0001845073,0.6793051,0.0002069995,0.00008635583,0.0008397526,0.002779232,0.02834646,0.004202455,0.1368836,0.1470089,0.0001173165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8462018,0.001123223,0.01455598,0.002214735,0.00008998514,0.00006971002,0.008443492,0.0001705879,0.1271306],"genre_scores_gemma":[0.9803412,0.0004344729,0.001335157,0.00008809091,0.00002702159,0.00001753248,0.003655987,0.00001559727,0.01408505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0103025,"threshold_uncertainty_score":0.03446525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4497220333535846,"score_gpt":0.6199367268937195,"score_spread":0.1702146935401349,"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."}}