{"id":"W2592229937","doi":"10.1001/journalofethics.2017.19.3.ecas1-1703","title":"Why It's Unjust to Expect Location-Specific, Language-Specific, or Population-Specific Service from Students with Underrepresented Minority or Low-Income Backgrounds","year":2017,"lang":"en","type":"article","venue":"The AMA Journal of Ethic","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre","funders":"","keywords":"Service (business); Low income; Underrepresented Minority; Population; Demographic economics; Ethnically diverse; Psychology; Medical education; Sociology; Business; Medicine; Economics; Demography; Marketing","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":[0.01445987,0.0003491762,0.0006220592,0.0004587132,0.01513674,0.006752197,0.002959936,0.02478213,0.002296237],"category_scores_gemma":[0.05964005,0.00039192,0.0006152203,0.000562944,0.02155473,0.008686018,0.004391248,0.03145924,0.0008239924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006054149,"about_ca_system_score_gemma":0.01010811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02496481,"about_ca_topic_score_gemma":0.03332147,"domain_scores_codex":[0.9850214,0.008364875,0.0007481001,0.001531481,0.002045366,0.002288685],"domain_scores_gemma":[0.9747154,0.01420598,0.002315524,0.0006790972,0.004227976,0.00385604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009564299,0.00008178212,0.006908974,0.0004740283,0.00004566905,0.007858815,0.1274367,0.0002062546,0.0008571412,0.2399377,0.5877321,0.02836526],"study_design_scores_gemma":[0.00006220303,0.0001014034,0.004562691,0.002494504,0.00005287638,0.007052773,0.2884431,0.0006985093,0.0009717968,0.1499285,0.5453843,0.0002473521],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004213076,0.0008765029,0.0005024893,0.988868,0.002955642,0.000004664072,0.000006327157,0.000007377652,0.002565902],"genre_scores_gemma":[0.1968505,0.001988306,0.0009602258,0.7931609,0.003814188,0.00004210854,0.00001025,0.00003900399,0.003134461],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02496481,"threshold_uncertainty_score":0.07647198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1107442533625446,"score_gpt":0.4409448296291696,"score_spread":0.3302005762666249,"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."}}