{"id":"W2990174394","doi":"","title":"International migration: Causes, challenges, and policy responses","year":2019,"lang":"en","type":"article","venue":"Monash University Research Portal (Monash University)","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Political science; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008585413,0.0001461287,0.0001731752,0.001334741,0.0008065517,0.00009365946,0.000695564,0.0002024733,0.0009166223],"category_scores_gemma":[0.0002129015,0.0001876796,0.00008228384,0.001137666,0.0006471025,0.000902032,0.0003698672,0.0003977721,0.0001401352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000463971,"about_ca_system_score_gemma":0.0008965661,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005356485,"about_ca_topic_score_gemma":0.05574437,"domain_scores_codex":[0.9972371,0.0007046766,0.0001125594,0.0004868684,0.0009493123,0.0005094848],"domain_scores_gemma":[0.9983797,0.000292196,0.00007619758,0.0002801812,0.0005844918,0.0003872205],"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":[0.0002992122,0.0001347996,0.02020518,0.00001862133,0.00008907313,0.0004503497,0.01334429,0.00001584485,0.0002909576,0.9573606,0.00409418,0.003696944],"study_design_scores_gemma":[0.0005754489,0.00007418106,0.01568793,0.00002030722,0.000009164813,0.000004129989,0.06201456,0.0001310453,0.00001081969,0.0002731935,0.9210042,0.0001949617],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5194175,0.0001118326,0.00001338314,0.01159369,0.0001404976,0.0003298379,0.00006799402,0.0001069893,0.4682183],"genre_scores_gemma":[0.7164752,0.01470582,0.0001026045,0.00005238807,0.0001371437,1.605467e-7,0.00004009912,0.00001110251,0.2684755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9570873,"threshold_uncertainty_score":0.9999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05464969533184444,"score_gpt":0.3247098401199411,"score_spread":0.2700601447880966,"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."}}