{"id":"W4284703143","doi":"10.12930/2330-3840-42.1.3","title":"From the Coeditors","year":2022,"lang":"en","type":"article","venue":"NACADA Journal","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Academic advising; Sociology; Library science; Field (mathematics); Modalities; Psychology; Higher education; Political science; Social science; Computer science","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000739057,0.00005151701,0.00007407898,0.00002459477,0.005312585,0.00001308454,0.0002878399,0.00003928033,0.02631161],"category_scores_gemma":[0.0001425021,0.00003392177,0.00005581637,0.0001179347,0.00002241381,0.000060829,0.0001214091,0.002010383,0.0001974406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002417173,"about_ca_system_score_gemma":0.0005276982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003861467,"about_ca_topic_score_gemma":0.00004669506,"domain_scores_codex":[0.9985043,0.0006001821,0.0002496568,0.00007602881,0.0003408978,0.0002289227],"domain_scores_gemma":[0.9989792,0.0005418514,0.0001574669,0.0001342904,0.0000805561,0.0001066928],"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":[0.000008243962,0.00002586873,0.004226459,8.033973e-7,0.00001391646,0.000001877096,0.007713255,0.00003016142,0.00001084065,0.001475226,0.9854376,0.001055703],"study_design_scores_gemma":[0.0002254384,0.00002075752,0.01292434,0.000006969428,0.000008290831,0.000007438903,0.05122231,0.0000283246,3.100735e-7,0.002819488,0.9326959,0.00004040231],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6760375,0.004070506,0.0002206461,0.2307736,0.06968854,0.0003730026,0.0001770971,0.00007068369,0.01858839],"genre_scores_gemma":[0.9591841,0.0002000219,0.0001370404,0.0081681,0.0242495,0.00007968779,0.00001662125,0.00001601114,0.007948923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2831465,"threshold_uncertainty_score":0.9959823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2525558202858222,"score_gpt":0.5650886066731426,"score_spread":0.3125327863873205,"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."}}