{"id":"W7127345977","doi":"10.1093/rsq/hdaf026","title":"Interrogating the “Complementarity” of Complementary Pathways: A Transnational Evaluation of Policy, Practice and Sustainability","year":2025,"lang":"en","type":"article","venue":"Refugee Survey Quarterly","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Research Council","keywords":"Refugee; Sustainability; Human rights; International law; Refugee law; State (computer science)","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":[0.01290513,0.00009767411,0.0001786911,0.0001483484,0.0003480718,0.0000467046,0.0001908957,0.0000511724,0.0000954044],"category_scores_gemma":[0.002354871,0.00007949091,0.00005820322,0.000509327,0.0003207306,0.0004047725,0.00001415139,0.0001047872,2.349547e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003680668,"about_ca_system_score_gemma":0.001425179,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03059292,"about_ca_topic_score_gemma":0.2882018,"domain_scores_codex":[0.9947358,0.003563466,0.0005801311,0.0001972665,0.0007536901,0.000169634],"domain_scores_gemma":[0.9959201,0.001419998,0.0003066054,0.000193018,0.002127278,0.00003300498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000112426,0.0002389095,0.02470209,0.00008228287,0.000112356,7.387448e-8,0.124958,0.00001827048,0.0002122283,0.78939,0.0002643218,0.05990902],"study_design_scores_gemma":[0.001946724,0.0007222979,0.5317842,0.00007446318,0.0002454252,9.374394e-7,0.3131907,0.004160049,0.0004139479,0.1234556,0.02374715,0.0002586148],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885727,0.0001123967,0.002019936,0.006074819,0.0001119888,0.0008802812,0.0001372382,0.00001427532,0.002076335],"genre_scores_gemma":[0.9993709,0.000007660198,0.0002289003,0.0001310396,0.00004051648,0.00003479563,0.0001431079,0.000003774852,0.00003929625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6659344,"threshold_uncertainty_score":0.9758624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05264739476495603,"score_gpt":0.4030472364247223,"score_spread":0.3503998416597662,"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."}}