{"id":"W4230195973","doi":"10.12930/0271-9517-39.1.3","title":"From the Co-Editors","year":2019,"lang":"en","type":"article","venue":"NACADA Journal","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic advising; Psychology; Higher education; Mathematics education; Pedagogy; Sociology; Engineering ethics; Political science; Engineering; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001059232,0.00004162376,0.00006482594,0.00002254867,0.0008442031,0.0001716201,0.0003830154,0.0000416399,0.006093217],"category_scores_gemma":[0.0004508327,0.00002534432,0.00004383844,0.0001398291,0.0001515459,0.000147768,0.00002244029,0.0004023505,0.001104373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001082062,"about_ca_system_score_gemma":0.0003975519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001452559,"about_ca_topic_score_gemma":0.0001206958,"domain_scores_codex":[0.9985619,0.0002749012,0.0001023056,0.00007117892,0.0007613639,0.0002283148],"domain_scores_gemma":[0.9989676,0.0006413457,0.00005885876,0.00008822647,0.0001304224,0.000113569],"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":[0.000003048114,0.00001127159,0.09379391,3.567891e-7,0.00002372154,0.000001305128,0.01766278,0.000001037729,0.00004864949,0.0007346208,0.8864461,0.001273188],"study_design_scores_gemma":[0.00009532128,0.00000849033,0.05066518,0.000006594409,0.000002583073,5.817523e-7,0.01647628,5.724589e-7,0.00002083312,0.001103725,0.9315853,0.00003461515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8233412,0.0007587871,0.00001190889,0.07839005,0.009525174,0.0001620268,0.000007202485,0.00002277323,0.08778089],"genre_scores_gemma":[0.9551181,0.0003730821,0.00009625108,0.0007771249,0.02919175,0.000003752693,9.4539e-7,0.000006089342,0.0144329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1317769,"threshold_uncertainty_score":0.9996734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02750975344186649,"score_gpt":0.4264962678688156,"score_spread":0.398986514426949,"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."}}