{"id":"W4311183012","doi":"10.15353/joci.v18i2.5056","title":"Inclusion of Latino-oriented local businesses in popular online maps","year":2022,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); Immigration; Entrepreneurship; Work (physics); Marketing; Business; Small business; Agriculture; Geography; Sociology; Engineering; Archaeology; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001244483,0.0001750427,0.0001518315,0.001893377,0.002112428,0.003211949,0.0004485943,0.000290611,0.005501755],"category_scores_gemma":[0.004654991,0.000168926,0.0001388764,0.002280169,0.001199496,0.002120755,0.002665903,0.0004125636,0.0005256094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005323475,"about_ca_system_score_gemma":0.000682103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01160246,"about_ca_topic_score_gemma":0.02948104,"domain_scores_codex":[0.9992433,0.0003819248,0.00003701789,0.00009281834,0.0001376569,0.0001072218],"domain_scores_gemma":[0.9964775,0.001115974,0.0009407231,0.0004125804,0.0005021076,0.0005510998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001363969,0.0002133809,0.6168322,0.0002431992,0.00003348244,0.001232116,0.2631449,0.00005918595,0.002722711,0.002886401,0.003731907,0.1087642],"study_design_scores_gemma":[0.00001169964,0.00005950947,0.4642191,0.0003809913,0.0000342876,0.0008504504,0.4698787,0.0002901199,0.0007364578,0.000901279,0.06260227,0.00003526512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883304,0.0001454055,0.0002257588,0.0003194948,0.00001691956,0.00001623115,0.00009794602,0.00001503523,0.01083287],"genre_scores_gemma":[0.9955916,0.0002362277,0.0004986876,0.0000932724,0.00001246403,0.0000194374,0.0001064674,0.00001615478,0.003425696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01160246,"threshold_uncertainty_score":0.02306986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03461714267567814,"score_gpt":0.3080909093841941,"score_spread":0.273473766708516,"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."}}