{"id":"W2738454306","doi":"10.24085/jsaa.v5i1.2477","title":"Special Guest IASAS Edition: Issues and Challenges in Student Affairs and Services Around the World","year":2017,"lang":"en","type":"article","venue":"Journal of Student Affairs in Africa","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algonquin College","funders":"","keywords":"Student affairs; Public relations; Political science; Professional association; Internationalization; Professional development; Higher education; Sociology; Pedagogy; Law; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002614558,0.0001282804,0.0002538209,0.0001832551,0.000751811,0.0006651798,0.000636028,0.00005262553,0.0001238404],"category_scores_gemma":[0.00006299513,0.00009505737,0.00004288746,0.0001188534,0.0002676683,0.0007714973,0.0002092638,0.000354684,0.000005957622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001498694,"about_ca_system_score_gemma":0.00006035175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001893262,"about_ca_topic_score_gemma":0.0168422,"domain_scores_codex":[0.9980892,0.000286462,0.000412292,0.0001783904,0.0007728868,0.0002607509],"domain_scores_gemma":[0.9988473,0.0002571347,0.0004887157,0.0002002286,0.00009181791,0.0001148209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009077388,0.00130333,0.3610694,0.00008284785,0.0001638828,0.0001719739,0.5838389,0.00002025342,0.000006013941,0.02139314,0.02040925,0.0114502],"study_design_scores_gemma":[0.0003460996,0.00005473621,0.3071842,0.00009839658,0.00001668805,0.000002639303,0.3457429,5.988219e-7,8.63372e-7,0.000548583,0.3459324,0.00007191842],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3780691,0.02233607,7.624624e-7,0.1656988,0.008505936,0.0005314845,0.00000297892,0.00001412583,0.4248407],"genre_scores_gemma":[0.9495293,0.04016608,0.00008543948,0.00002715379,0.009028632,0.00001055706,1.763185e-7,0.000007478459,0.001145217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5714602,"threshold_uncertainty_score":0.9398342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09904189968645909,"score_gpt":0.3870264438774188,"score_spread":0.2879845441909597,"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."}}