{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009274162,0.0005190255,0.0003280431,0.002309571,0.00125997,0.0005232973,0.0008712316,0.0007287706,0.001761926],"category_scores_gemma":[0.01616974,0.0003204666,0.0004095173,0.002983447,0.0008008696,0.0003500718,0.001567057,0.0003590421,0.00051699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001256536,"about_ca_system_score_gemma":0.001227844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09139269,"about_ca_topic_score_gemma":0.07973687,"domain_scores_codex":[0.9915881,0.006263963,0.0005142169,0.0005590071,0.000598227,0.0004764753],"domain_scores_gemma":[0.9939165,0.001724264,0.0009148617,0.001713142,0.001411387,0.0003199668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003267365,0.0002083451,0.9622173,0.0002354434,0.0002097062,0.0004166348,0.01016098,0.0003367226,0.001445931,0.000420407,0.003622817,0.02039909],"study_design_scores_gemma":[0.00007554092,0.0006344235,0.9666903,0.0001258889,0.0001192717,0.0004241847,0.02118753,0.0008455101,0.0008550147,0.0002552368,0.008766726,0.00002031292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929662,0.000237598,0.001817095,0.00007390154,0.00002476104,0.001626525,0.001544258,0.00003465089,0.001675122],"genre_scores_gemma":[0.980313,0.0002956981,0.01005215,0.0004917305,0.000026609,0.003044191,0.004413037,0.00003130708,0.001332195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09139269,"threshold_uncertainty_score":0.1817214,"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."}}