{"id":"W4290721038","doi":"10.5539/hes.v12n3p140","title":"Eligibility and Barriers to Promotion: A Perspective","year":2022,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Stress and Burnout Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Promotion (chess); Public relations; Presentation (obstetrics); Perspective (graphical); Competition (biology); Order (exchange); Psychology; Subject (documents); Social psychology; Marketing; Sociology; Business; Political science; Law; Computer science; Politics; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001879115,0.0000690036,0.0001063087,0.00008931108,0.0004335859,0.0000169682,0.00007338668,0.00001307818,0.007306556],"category_scores_gemma":[0.00004054332,0.00006171869,0.00002122027,0.0002633684,0.00007405844,0.00002690618,0.0001485348,0.0001108708,0.0000477854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001981007,"about_ca_system_score_gemma":0.0001102338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002021039,"about_ca_topic_score_gemma":0.000008307537,"domain_scores_codex":[0.9991546,0.0001344164,0.00009115362,0.0003030446,0.0001660301,0.0001507909],"domain_scores_gemma":[0.9993825,0.00005473514,0.00002457073,0.0001902359,0.0002311548,0.0001168355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001896933,0.0008958537,0.2098871,0.00005985373,0.0004634921,0.000008090111,0.09216126,0.000002960448,0.0001044124,0.2856991,0.4032547,0.007273385],"study_design_scores_gemma":[0.0001893285,0.0002358572,0.5603719,0.000008244328,0.00001492828,0.00000863422,0.2599965,1.168411e-7,0.00001126767,0.004570081,0.1744822,0.0001109887],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9366916,0.01273073,0.000001280821,0.02359319,0.001934102,0.0003011605,0.0000109972,0.00003342135,0.02470349],"genre_scores_gemma":[0.9669238,0.00002988154,0.00004470333,0.0006231738,0.0001783224,0.001100874,0.000001586845,0.000006465919,0.03109115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3504848,"threshold_uncertainty_score":0.9936009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.105462954555177,"score_gpt":0.497512948972766,"score_spread":0.392049994417589,"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."}}