{"id":"W2800730971","doi":"10.3138/cras.2017.024","title":"Graduate Education and Humanities Crisis","year":2018,"lang":"en","type":"article","venue":"Canadian Review of American Studies","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Discipline; Graduate education; Curriculum; Job market; Pedagogy; Higher education; Sociology; Action (physics); Political science; Graduate students; Humanities; Engineering ethics; Social science; Law; Art; Engineering; Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004980688,0.0002758753,0.000530325,0.003204141,0.00709779,0.007978701,0.001336453,0.003913402,0.008803458],"category_scores_gemma":[0.01004526,0.0001991556,0.0003993433,0.004760685,0.02251703,0.006662083,0.005238901,0.007937646,0.0007441392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0246861,"about_ca_system_score_gemma":0.04897426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1208645,"about_ca_topic_score_gemma":0.140547,"domain_scores_codex":[0.9959389,0.001664339,0.0001294806,0.0004632106,0.001069192,0.000734852],"domain_scores_gemma":[0.9920075,0.002830435,0.0005488381,0.000372174,0.002206228,0.00203489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001790486,0.0000537389,0.001896444,0.001090596,0.00001707489,0.0003220672,0.03471342,0.00008041586,0.0001567231,0.6100181,0.2220924,0.129541],"study_design_scores_gemma":[0.000005544463,0.000009358828,0.003593519,0.001661708,0.000005518266,0.0001881794,0.02420671,0.00001671658,0.00004077929,0.02992186,0.9403398,0.00001029608],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01397887,0.4135767,0.0004798459,0.4164903,0.003292916,0.00002754959,0.00006304319,0.00004642422,0.1520444],"genre_scores_gemma":[0.4226329,0.4148866,0.001102134,0.1102437,0.003848875,0.00008692976,0.0001461998,0.0000758887,0.04697687],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1208645,"threshold_uncertainty_score":0.240322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09715077184635672,"score_gpt":0.4102795506053593,"score_spread":0.3131287787590025,"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."}}