{"id":"W3095788547","doi":"10.5622/illinois/9780252043314.003.0013","title":"Validation through Documentation","year":2020,"lang":"en","type":"book-chapter","venue":"University of Illinois Press eBooks","topic":"Turkey's Politics and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refugee; Deportation; Political science; Decree; Politics; Negotiation; Securitization; Documentation; Law; Criminology; Sociology; Immigration; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.0001034841,0.0001327354,0.0002199541,0.00002421095,0.0003435069,0.00003352121,0.0002866374,0.0003051026,0.0002725768],"category_scores_gemma":[0.00001106953,0.0001738589,0.0001989026,0.000005893959,0.0004233118,0.0001289107,0.0000838402,0.0001866579,0.00002391603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001327842,"about_ca_system_score_gemma":0.0001590809,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007089813,"about_ca_topic_score_gemma":0.0002043254,"domain_scores_codex":[0.99905,0.00004598351,0.0001352114,0.0002286734,0.0003938323,0.000146366],"domain_scores_gemma":[0.9992812,0.00005578258,0.0002565534,0.0001497954,0.0001642242,0.00009249826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008930611,0.000004070287,0.000002351688,0.00002483914,0.00006192911,0.000005762358,0.03051297,0.000004345115,0.00001587515,0.9634473,0.005100598,0.0008109678],"study_design_scores_gemma":[0.0002099964,0.0000236105,0.000004194142,0.00004439904,0.0001135967,9.817163e-8,0.001413365,0.00000572193,0.0002015082,0.03262117,0.9651871,0.0001752182],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001579362,0.00006105224,0.0005075905,0.0002195833,0.0001590822,0.0002513729,0.00009796822,0.00006055722,0.9984848],"genre_scores_gemma":[0.01682956,0.0005061318,0.0008499761,0.0001128164,0.0002257223,1.364454e-7,0.0000660897,0.00001766027,0.9813919],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9600865,"threshold_uncertainty_score":0.9995221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04510318858995668,"score_gpt":0.2616380604215523,"score_spread":0.2165348718315956,"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."}}