{"id":"W2914350186","doi":"10.5430/wje.v9n1p135","title":"Postgraduate Students: An Alert about Quality of Life","year":2019,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Occupational Health and Burnout","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Psychology; Scholarship; Quality of life (healthcare); Medical education; Population; Quality (philosophy); Productivity; Sample (material); Work (physics); Gerontology; Sociology; Medicine; Demography; Mathematics; Engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001950281,0.0001769517,0.0004914147,0.0007389963,0.001083184,0.001319182,0.0002789159,0.0008594159,0.005670943],"category_scores_gemma":[0.006802536,0.0001010433,0.0003462602,0.0005952099,0.0005610944,0.0007894532,0.001636394,0.001620959,0.000472031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005955563,"about_ca_system_score_gemma":0.001488735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001795045,"about_ca_topic_score_gemma":0.002743954,"domain_scores_codex":[0.9985679,0.0003363821,0.00008560023,0.00008532231,0.0005958381,0.0003289498],"domain_scores_gemma":[0.9957991,0.0004683099,0.0007031875,0.0001597131,0.000980534,0.001889047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000205872,0.0007352484,0.7556711,0.0007023749,0.00005970767,0.001150051,0.02104216,0.00006686158,0.003001619,0.0008167799,0.02339897,0.1931492],"study_design_scores_gemma":[0.0000183588,0.0008765895,0.9174582,0.0004247685,0.0000375666,0.001715438,0.03955702,0.0001149149,0.0004385504,0.0007672988,0.03855269,0.00003878209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9502973,0.004705125,0.0006892969,0.02980182,0.0005751996,0.00008834559,0.000512966,0.00004922696,0.01328076],"genre_scores_gemma":[0.9935105,0.002101444,0.0004410907,0.002091952,0.0001660814,0.00003240749,0.0001842872,0.000005452022,0.001466812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005670943,"threshold_uncertainty_score":0.01897115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09750653189116365,"score_gpt":0.5393305091202868,"score_spread":0.4418239772291231,"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."}}