{"id":"W4234591834","doi":"10.1111/hequ.12091","title":"A Comparative Study Examining Academic Cohorts with Transnational Migratory Intentions Towards Canada and Australia","year":2016,"lang":"en","type":"article","venue":"Higher Education Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Analytics; Qualitative property; Qualitative research; Learning analytics; Higher education; Regional science; Sociology; Public relations; Geography; Political science; Data science; Social science; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003224438,0.0001913265,0.0002792366,0.00009369728,0.0004275358,0.000009848948,0.0001241362,0.0001115071,0.001076561],"category_scores_gemma":[0.000007552944,0.0001314097,0.00001324745,0.0002206876,0.00008330589,0.0002309956,0.000007879006,0.0003517581,0.00002912236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005486506,"about_ca_system_score_gemma":0.002956017,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1386709,"about_ca_topic_score_gemma":0.5924416,"domain_scores_codex":[0.9977888,0.0004855298,0.0005129429,0.0003531682,0.0004586615,0.0004008869],"domain_scores_gemma":[0.9986033,0.0002914899,0.0002186191,0.0002094169,0.0003940922,0.0002830201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006500629,0.0001868844,0.9378101,0.00005863134,0.00005468777,0.00000205859,0.01976155,3.549503e-7,0.0001097704,0.009239223,0.03132503,0.001386704],"study_design_scores_gemma":[0.0007089118,0.0004178246,0.9462634,0.0002701361,0.00003945146,0.000002451536,0.03117272,6.062061e-7,0.00000439869,0.0002727176,0.0206761,0.0001713311],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904433,0.00009403117,0.00004254088,0.005784904,0.001295463,0.001161117,0.00003881337,0.00005732243,0.001082514],"genre_scores_gemma":[0.98001,0.000002155818,0.0001551979,0.0005253318,0.000206611,0.000641312,0.00002008133,0.00001555433,0.01842377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4537708,"threshold_uncertainty_score":0.9998366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1039126426459218,"score_gpt":0.446968802330285,"score_spread":0.3430561596843631,"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."}}