{"id":"W7038489882","doi":"","title":"India Migration Report 2023 : Student Migration","year":2024,"lang":"en","type":"book","venue":"BiblioBoard Library Catalog (Open Research Library)","topic":"Cybersecurity and Cyber Warfare Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hohai University; Canada Excellence Research Chairs, Government of Canada; University of Ottawa; Edith Cowan University; Social Sciences and Humanities Research Council of Canada; National Research Centre","keywords":"Context (archaeology); Human migration; Internal migration; Factoring; Emigration; Consumption (sociology); Human capital; Immigration","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.003136533,0.000794351,0.001066005,0.008410257,0.002279425,0.01131446,0.00488848,0.001227299,0.007547342],"category_scores_gemma":[0.000373699,0.0007757919,0.0005148499,0.0116839,0.00175252,0.0157787,0.006652316,0.002963883,0.00515719],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003324387,"about_ca_system_score_gemma":0.01037833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004114404,"about_ca_topic_score_gemma":0.009391923,"domain_scores_codex":[0.9893005,0.001600277,0.001338136,0.002088886,0.004010838,0.001661397],"domain_scores_gemma":[0.9958305,0.001033781,0.0004545453,0.0015747,0.0002617797,0.0008447439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007330454,0.0001506949,0.001545996,0.0001933993,0.0002950383,0.002028223,0.006726627,3.249257e-7,0.000002079714,0.1481838,0.8394319,0.001368547],"study_design_scores_gemma":[0.000251042,0.0001950205,0.001885405,0.0005743018,0.00007615376,0.00001562876,0.002445576,0.000001378223,0.00004704911,0.06418072,0.9295245,0.000803202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006772171,0.01205373,0.000001482382,0.05883146,0.001744414,0.003664823,0.000978232,0.0008500611,0.9211986],"genre_scores_gemma":[0.0008402698,0.03126624,0.0002209465,0.0009490569,0.003829992,0.0007276897,0.01180395,0.0002860739,0.9500758],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0900926,"threshold_uncertainty_score":0.9994693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07082804229973197,"score_gpt":0.387001791956793,"score_spread":0.316173749657061,"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."}}