{"id":"W7057670170","doi":"","title":"Issues and Challenges in Student Affairs and Services Work: A Comparison of Perspectives From Canada, the United Kingdom, Australia and New Zealand","year":2015,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Magnetic Field Sensors Techniques","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Student affairs; Field (mathematics); International relations; Best practice","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":[0.008379237,0.0005273163,0.0008194139,0.003199687,0.02922979,0.01330987,0.002007116,0.001876949,0.002835694],"category_scores_gemma":[0.0137617,0.0005648031,0.0005183494,0.006514689,0.01311602,0.003635938,0.009174138,0.003768574,0.0002293376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05827504,"about_ca_system_score_gemma":0.117724,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9556845,"about_ca_topic_score_gemma":0.9771377,"domain_scores_codex":[0.9879057,0.003644193,0.000663374,0.0005513756,0.003229953,0.004005322],"domain_scores_gemma":[0.9783393,0.004592421,0.001842423,0.000242446,0.00656498,0.008418426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003193833,0.00002470101,0.01590233,0.0001509085,0.00001136663,0.000661601,0.9729043,0.00003623186,0.0002619249,0.001589554,0.001336936,0.007088231],"study_design_scores_gemma":[0.000001062222,0.000009508435,0.008984644,0.00009155538,0.00000285033,0.00006215523,0.9850999,0.00001562877,0.00002740604,0.00004435756,0.005649552,0.00001141691],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638988,0.002714045,0.0002268849,0.01060675,0.0001257849,0.0000803747,0.00009678023,0.000009352637,0.02224113],"genre_scores_gemma":[0.9918264,0.00318031,0.0002441825,0.001535184,0.00001771439,0.00003509915,0.0000436968,0.00001563191,0.003101737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05827504,"threshold_uncertainty_score":0.422817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3921490162856823,"score_gpt":0.5176999296700306,"score_spread":0.1255509133843484,"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."}}