{"id":"W7162032019","doi":"10.82308/5637","title":"Making sense of the public PhD dissertation defense: a qualitative multi-case study of education students' experiences","year":2013,"lang":"en","type":"dissertation","venue":"","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Perspective (graphical); Qualitative research; Doctoral dissertation; Psychology of self; Sense of community; Foundation (evidence)","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":[],"category_scores_codex":[0.000769666,0.0003079371,0.0005143103,0.0002987865,0.0009810239,0.00003160637,0.0003836622,0.0003208568,0.0009319643],"category_scores_gemma":[0.0007678493,0.0002153589,0.0001539933,0.0006005394,0.00007668687,0.0002900402,0.00007498937,0.0005654832,0.0000310005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000163859,"about_ca_system_score_gemma":0.001523272,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006948516,"about_ca_topic_score_gemma":0.03513201,"domain_scores_codex":[0.9951831,0.001900201,0.001450651,0.0004271282,0.0007093116,0.0003295744],"domain_scores_gemma":[0.9947181,0.000682785,0.001910217,0.0006196456,0.001965358,0.0001038923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002621909,0.003416071,0.004234201,0.0004907023,0.0001147788,0.000001369415,0.9856282,0.000001322696,0.00005288526,0.004358411,0.000951828,0.0007240433],"study_design_scores_gemma":[0.0005210786,0.0001261346,0.01908907,0.0004468864,0.0001018507,0.000004548649,0.9791736,0.00003406287,0.00002003173,0.0001245444,0.00015958,0.0001985846],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894229,0.0003219699,0.00003566455,0.0001907055,0.004235106,0.0035593,0.00001261182,0.00003799889,0.002183787],"genre_scores_gemma":[0.9704583,0.00002755779,0.0003155106,0.00006719272,0.00009781113,0.002844378,0.0001306414,0.00004011864,0.02601844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02818349,"threshold_uncertainty_score":0.9999813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.438860326973886,"score_gpt":0.6608511639808023,"score_spread":0.2219908370069164,"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."}}