{"id":"W4253674884","doi":"10.12930/0271-9517-40.1.3","title":"From the Co-Editors","year":2020,"lang":"en","type":"article","venue":"NACADA Journal","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professionalization; Academic advising; Sociology; Pedagogy; Mindset; Higher education; Engineering ethics; Public relations; Psychology; Political science; Social science; Epistemology","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":[0.004326019,0.001287082,0.000856853,0.001798727,0.003427348,0.01240323,0.002279692,0.004878014,0.1447713],"category_scores_gemma":[0.04406617,0.0005371904,0.000787762,0.001265745,0.001400299,0.007093066,0.004248557,0.008972403,0.1205815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001908303,"about_ca_system_score_gemma":0.004328724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007965177,"about_ca_topic_score_gemma":0.001756255,"domain_scores_codex":[0.9945134,0.0009217804,0.0005407209,0.001032544,0.002464103,0.0005274951],"domain_scores_gemma":[0.9744703,0.003234193,0.001533881,0.001196316,0.0140555,0.00550978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009318052,0.00000584693,0.00005678284,0.00006999097,0.000002115018,0.00006463373,0.00006956435,0.000006777399,0.00006005751,0.0007447106,0.9869907,0.01191944],"study_design_scores_gemma":[0.000002583488,0.000004806586,0.0000560532,0.00007424624,0.000001902412,0.000129923,0.0001085538,0.00001211304,0.00004320861,0.0003658689,0.9991955,0.000005231142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002634859,0.007131696,0.0006262207,0.1245543,0.843169,0.00004419728,0.000178015,0.0002357444,0.0237975],"genre_scores_gemma":[0.006384935,0.009803192,0.001033447,0.1521639,0.5325458,0.0001584776,0.0003685245,0.0006100111,0.2969316],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1447713,"threshold_uncertainty_score":0.4843082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0884316695048206,"score_gpt":0.3911894699458863,"score_spread":0.3027578004410656,"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."}}