{"id":"W4387806921","doi":"10.1002/ss.20476","title":"Global implications of student affairs competencies and standards","year":2023,"lang":"en","type":"article","venue":"New Directions for Student Services","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Student affairs; Political science; Higher education; Public relations; Medical education; Pedagogy; Psychology; Medicine; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0002511796,0.0001339923,0.0001815882,0.0001778274,0.0004867764,0.0001807281,0.000232224,0.00002606018,0.00006777073],"category_scores_gemma":[0.00002070173,0.0001253392,0.00005744496,0.001161806,0.00003787697,0.000345522,0.0003856787,0.00002168954,0.00002200722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005658219,"about_ca_system_score_gemma":0.0000188512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006073858,"about_ca_topic_score_gemma":0.006406141,"domain_scores_codex":[0.9989216,0.000003840511,0.0002333369,0.0002309911,0.0004301115,0.0001801426],"domain_scores_gemma":[0.9992102,0.00004211935,0.0001405134,0.0001389782,0.0004537835,0.00001444067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000125221,0.0001086824,0.83916,0.0003484383,0.0002227003,3.113552e-7,0.0003719066,0.0001359492,0.00002839598,0.1331924,0.02411471,0.002304005],"study_design_scores_gemma":[0.0003948262,0.00001305759,0.8189032,0.00002483426,0.0001245158,1.875194e-7,0.005257934,0.0000769973,0.000003450972,0.005895573,0.1691904,0.0001150162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8379254,0.002212343,0.002274574,0.01027889,0.001776102,0.002274769,0.0003239749,0.001378299,0.1415556],"genre_scores_gemma":[0.9977103,0.0003262708,0.0002682809,0.000264024,0.0004121238,0.00007891394,0.00007335038,0.00001662971,0.0008500585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1597849,"threshold_uncertainty_score":0.5111184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0159469289296535,"score_gpt":0.294587225074342,"score_spread":0.2786402961446885,"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."}}