{"id":"W7115570408","doi":"10.60602/1887/4261316","title":"Social mobility and integration of Amsterdam Jews: the ethnic niche of the diamond industry, 1850-1940s","year":2025,"lang":"en","type":"dissertation","venue":"Leiden Repository (Leiden University)","topic":"Jewish Identity and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social mobility; Judaism; Politics; Ethnic group; Diamond; Social integration; Occupational mobility; Quarter (Canadian coin)","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000796448,0.0002126637,0.0004022317,0.0001472545,0.001369624,0.00009194874,0.001077482,0.0009564927,0.00001406431],"category_scores_gemma":[0.0003610172,0.0001778182,0.0003570994,0.001089438,0.0008401211,0.000337104,0.0002059764,0.0010952,8.534835e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003030444,"about_ca_system_score_gemma":0.001018278,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02358369,"about_ca_topic_score_gemma":0.04245435,"domain_scores_codex":[0.9972535,0.001068381,0.0004133516,0.0003736625,0.0006594346,0.0002316219],"domain_scores_gemma":[0.9978586,0.0003671977,0.0007768886,0.0004114892,0.0005260023,0.0000598081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003917706,0.0012321,0.5089556,0.002497097,0.002171112,0.00005514911,0.2457819,0.00004740281,0.02007457,0.1949641,0.01176232,0.01206691],"study_design_scores_gemma":[0.0004592019,0.00006592983,0.8678794,0.0005094479,0.0008327109,9.985756e-7,0.1177045,0.00001108817,0.005803595,0.001504194,0.004893852,0.0003350691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235241,0.0004017351,0.000008390706,0.000409945,0.0008300165,0.0006524976,0.00001593452,0.00002979891,0.07412758],"genre_scores_gemma":[0.9301488,0.0001571796,0.000009989496,0.00002694725,0.0001754059,0.00000344672,0.00001848573,0.000009983083,0.06944974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3589238,"threshold_uncertainty_score":0.9999304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0262741954411079,"score_gpt":0.2871230242428609,"score_spread":0.260848828801753,"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."}}