{"id":"W2136858692","doi":"10.5204/mcj.160","title":"Unplanned Educational Obsolescence: Is the ‘Traditional’ PhD Becoming Obsolete?","year":2009,"lang":"en","type":"article","venue":"M/C Journal","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Obsolescence; Product (mathematics); Marketing; Turnkey; Business; Engineering","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01407885,0.0002055222,0.000292446,0.001301382,0.005146994,0.008868534,0.001640337,0.004027653,0.006185605],"category_scores_gemma":[0.03563824,0.0002884012,0.0003511221,0.001462966,0.02682959,0.01506602,0.006999947,0.008831772,0.0005883923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005971337,"about_ca_system_score_gemma":0.008924264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004614721,"about_ca_topic_score_gemma":0.005026184,"domain_scores_codex":[0.9894139,0.004217796,0.0005110065,0.001181245,0.00283281,0.001843223],"domain_scores_gemma":[0.9602519,0.02007177,0.00732858,0.002728014,0.003445236,0.006174573],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001115638,0.0002044112,0.04051942,0.0004565751,0.00002355103,0.002366229,0.1985998,0.0004558052,0.0004694762,0.5065989,0.02934761,0.2208467],"study_design_scores_gemma":[0.00003189559,0.0003406187,0.04652308,0.002701341,0.00003400184,0.003156971,0.2782289,0.000810835,0.0009984617,0.2961199,0.3709381,0.0001158453],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3298279,0.01675173,0.01371184,0.4567823,0.002081801,0.00005138493,0.0001301127,0.00009982312,0.1805632],"genre_scores_gemma":[0.9783492,0.003562094,0.0006680932,0.01212301,0.0007218508,0.00002077966,0.000027551,0.00002527405,0.00450206],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9859211,"threshold_uncertainty_score":0.07445699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3216853076276856,"score_gpt":0.4483043017267841,"score_spread":0.1266189940990985,"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."}}