{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00609827,0.001019373,0.0009985474,0.001853236,0.005355516,0.01820491,0.001833183,0.005078386,0.1094214],"category_scores_gemma":[0.07240693,0.0004910111,0.0007646628,0.002179234,0.001920731,0.007487378,0.007792317,0.0119161,0.0841888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003450109,"about_ca_system_score_gemma":0.007323381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001575614,"about_ca_topic_score_gemma":0.002056377,"domain_scores_codex":[0.9882826,0.001509879,0.0008997998,0.001911686,0.006279171,0.001116758],"domain_scores_gemma":[0.9490398,0.004853858,0.002885158,0.003208429,0.02791895,0.01209385],"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":[0.00001618511,0.00001007729,0.0002648171,0.00005532655,0.00000287294,0.000104313,0.0001639809,0.000009589744,0.0000949958,0.003313432,0.9770764,0.01888803],"study_design_scores_gemma":[0.000003995148,0.000006297039,0.00016063,0.00005049269,0.000001530268,0.0001476337,0.0001889627,0.00001675589,0.00006562429,0.0004599426,0.9988911,0.000007062573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00167525,0.01120873,0.001623388,0.3083081,0.5910724,0.0001738151,0.000688307,0.0006748529,0.08457513],"genre_scores_gemma":[0.02072253,0.007735489,0.002576521,0.2429785,0.1324578,0.000421595,0.001061076,0.001500978,0.5905455],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1094214,"threshold_uncertainty_score":0.3660511,"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."}}