{"id":"W2909493793","doi":"10.1177/1525822x18815416","title":"Labor Camp Surveys in GCC Countries: Group Quarter Subsampling","year":2019,"lang":"en","type":"article","venue":"Field Methods","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Population; Socioeconomics; Geography; Demographic economics; Survey data collection; Economic growth; Demography; Sociology; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006000365,0.00006870388,0.0001445556,0.00006132529,0.00008078052,0.00006121185,0.0001443317,0.0001516219,0.002237622],"category_scores_gemma":[0.0004604824,0.00006576305,0.00003617045,0.0003014266,0.00002788558,0.0001280794,0.00001457422,0.0001643822,0.00007699829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004292621,"about_ca_system_score_gemma":0.00008266194,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003079052,"about_ca_topic_score_gemma":0.04019826,"domain_scores_codex":[0.9975737,0.001703285,0.0001720312,0.0001663171,0.0001574225,0.0002272917],"domain_scores_gemma":[0.9984518,0.001221053,0.00004674612,0.000160767,0.00006255171,0.00005711232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003185321,0.0001004535,0.5259853,0.00006968943,0.00002601687,0.00000652864,0.1376081,0.00008005078,0.001127401,0.2811641,0.003139694,0.05066084],"study_design_scores_gemma":[0.0008033415,0.0001302655,0.0875528,0.00006127042,0.00001145768,5.231446e-7,0.02548162,0.002893728,0.0003989266,0.005408102,0.8767673,0.0004906476],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6694185,0.0001772492,0.291058,0.004089976,0.001705919,0.0004065954,0.00001258505,0.00009598664,0.03303519],"genre_scores_gemma":[0.8892931,0.0003189022,0.09442898,0.003803861,0.0003246943,0.00002551442,0.00001722951,0.0000183904,0.01176933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8736276,"threshold_uncertainty_score":0.9986745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02661668577023032,"score_gpt":0.3997186416749944,"score_spread":0.3731019559047641,"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."}}