{"id":"W4293154983","doi":"10.5281/zenodo.7024338","title":"A STUDY ON JOB SATISFACTION OF INDIAN EXPATS & THE IMPACT OF RUSSIA-UKRAINE WAR ON THEIR PROFESSION (WITH SPECIAL FOCUS ON PROFESSORS IN CANADA)","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Job satisfaction; Focus (optics); Political science; Management; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006061803,0.000128063,0.0002170625,0.0005056043,0.002679235,0.001144715,0.00028381,0.0002646364,0.002213769],"category_scores_gemma":[0.001186256,0.0001324057,0.0003192846,0.0008124328,0.0006603141,0.0002718527,0.0005916824,0.0007839884,0.0002909315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001846639,"about_ca_system_score_gemma":0.00304858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1396701,"about_ca_topic_score_gemma":0.2412646,"domain_scores_codex":[0.9994208,0.0001000447,0.00002787689,0.00003753679,0.0001728867,0.0002408692],"domain_scores_gemma":[0.9987599,0.0001801225,0.0002024025,0.00002583651,0.0003095225,0.0005222427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008667724,0.0005348934,0.8929949,0.0001084083,0.00002687072,0.000495318,0.08296912,0.00005176968,0.001106274,0.0003298069,0.001634561,0.01966133],"study_design_scores_gemma":[0.00000219923,0.0001940007,0.8907628,0.00002715522,0.000007878398,0.0001314698,0.1063047,0.00004740831,0.0001244985,0.00001295238,0.002375073,0.000009865887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985074,0.00008612794,0.00001247432,0.0000950284,0.000007422183,0.000007154513,0.00004859203,8.159197e-7,0.001234965],"genre_scores_gemma":[0.9978434,0.0001962986,0.00002550653,0.0001099408,0.000007333889,0.00000918425,0.00006754282,0.000001473321,0.001739314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8603299,"threshold_uncertainty_score":0.2777143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06012235737412205,"score_gpt":0.2731500626673688,"score_spread":0.2130277052932467,"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."}}