{"id":"W7117977354","doi":"10.1007/978-3-032-06784-5_7","title":"Generic Pitfalls of a Ph.D.","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Probabilistic logic; Interpretation (philosophy)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004216238,0.0004831062,0.0002989495,0.0008552321,0.004189316,0.007248568,0.001129104,0.003938317,0.04277492],"category_scores_gemma":[0.006807583,0.0003261543,0.0003360108,0.0008564477,0.005561279,0.007585238,0.004165032,0.008555199,0.01711452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00354773,"about_ca_system_score_gemma":0.005516309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004229265,"about_ca_topic_score_gemma":0.01418465,"domain_scores_codex":[0.9978594,0.000642328,0.00006708439,0.0002853762,0.0009151938,0.0002305698],"domain_scores_gemma":[0.9971719,0.001140928,0.00007201385,0.0002001854,0.0006374298,0.0007775745],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001042406,0.00002216239,0.0000868459,0.00006646062,0.000001167668,0.0001030645,0.0007235737,0.00005971422,0.0001028817,0.4327638,0.5186682,0.0473916],"study_design_scores_gemma":[0.000003443227,0.00001096495,0.0001147662,0.0001427229,0.000001089406,0.0002921619,0.0004063878,0.00008536691,0.000062878,0.05012238,0.9487525,0.000005321062],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001003187,0.01473381,0.005189117,0.1447693,0.009461049,0.00004629428,0.00008014573,0.00018024,0.8245369],"genre_scores_gemma":[0.02605974,0.01062134,0.006950981,0.06297238,0.003050611,0.000105039,0.00005597123,0.0002304356,0.8899535],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9957837,"threshold_uncertainty_score":0.1430963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2856731201432768,"score_gpt":0.5280238476849538,"score_spread":0.242350727541677,"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."}}