{"id":"W1883745448","doi":"10.5539/ies.v8n11p139","title":"The Agile Approach with Doctoral Dissertation Supervision","year":2015,"lang":"en","type":"article","venue":"International Education Studies","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agile software development; Witness; Process (computing); Supervisor; Class (philosophy); Doctoral dissertation; Plan (archaeology); Pedagogy; Psychology; Mathematics education; Computer science; Higher education; Sociology; Management; Political science; Software engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005198782,0.0001331054,0.0001331141,0.00008639892,0.001085707,0.00004351361,0.0002580468,0.00005491682,0.0000606697],"category_scores_gemma":[0.0009388931,0.00007909388,0.00003692015,0.0002054478,0.0001213431,0.0002952775,0.00007163483,0.0002416162,0.00022641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004000354,"about_ca_system_score_gemma":0.000959574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002988109,"about_ca_topic_score_gemma":0.0003669615,"domain_scores_codex":[0.9985638,0.0001715266,0.0003646198,0.00022863,0.0004366761,0.0002346989],"domain_scores_gemma":[0.9949813,0.000369675,0.0001871726,0.0002310453,0.004099569,0.0001312498],"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":[0.0003197624,0.0009044429,0.1034662,0.00008101454,0.0005016428,5.612084e-7,0.07706267,0.0001875234,0.00003026489,0.2237021,0.570673,0.02307071],"study_design_scores_gemma":[0.0004432624,0.00005733083,0.02684213,0.00007944674,0.00002229888,0.000003131925,0.2909445,0.0002027624,0.000004740187,0.004080768,0.6771746,0.0001449776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8175954,0.006819084,0.0008803408,0.05135041,0.02297,0.0009257399,0.00001726758,0.0001917078,0.09925003],"genre_scores_gemma":[0.9546356,0.0005795907,0.00230903,0.0008524013,0.001072462,0.0009152477,0.0001356288,0.00002049909,0.03947961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2196213,"threshold_uncertainty_score":0.835049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4629099396610482,"score_gpt":0.6189696494878155,"score_spread":0.1560597098267674,"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."}}