{"id":"W1757346147","doi":"10.1057/cpt.2015.40","title":"Education and scholarship in the twenty-first-century marketplace","year":2015,"lang":"en","type":"article","venue":"Contemporary Political Theory","topic":"Political Science Research and Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Scholarship; Political philosophy; Critical theory; Sociology; Political science; Social science; Epistemology; Politics; Philosophy; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01140777,0.00008488241,0.0001003099,0.00009167854,0.0002936732,0.0001977136,0.0003985581,0.00008642146,0.00007846473],"category_scores_gemma":[0.009643727,0.00006083315,0.0000297185,0.000311444,0.0009938723,0.0005925583,0.00005290252,0.0002665881,0.00007728054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003392604,"about_ca_system_score_gemma":0.00273037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001895053,"about_ca_topic_score_gemma":0.0001233092,"domain_scores_codex":[0.9961717,0.001951708,0.0001708278,0.0002119794,0.0005247661,0.0009690611],"domain_scores_gemma":[0.9970851,0.001329723,0.00002451893,0.0001959309,0.00009197384,0.001272769],"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":[0.00002800042,0.0001478642,0.0257413,0.000006614689,0.000001597818,0.000002143382,0.004254806,1.466574e-8,0.000001196537,0.9646752,0.002030014,0.003111254],"study_design_scores_gemma":[0.0001782307,0.00003768308,0.04013418,0.00003087657,0.000002413217,0.000003346856,0.04695136,0.000003457526,0.000004938366,0.7054939,0.2070623,0.00009733501],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2580034,0.001864638,0.00002768481,0.03732257,0.0003853312,0.0003740017,0.000003640117,0.00003245832,0.7019863],"genre_scores_gemma":[0.995258,0.00003788774,0.00004017813,0.002942323,0.0004097988,0.00004366958,0.000004374424,0.000005052435,0.001258668],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7372547,"threshold_uncertainty_score":0.9986985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09946308337437376,"score_gpt":0.3936765996292493,"score_spread":0.2942135162548755,"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."}}