{"id":"W2271740637","doi":"","title":"Pedagogical Perestroika in Comparative Political Science","year":2013,"lang":"en","type":"article","venue":"","topic":"Innovative Teaching Methodologies in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Reflexivity; Politics; Restructuring; Relevance (law); Sociology; Field (mathematics); Epistemology; Narrative; Engineering ethics; Political science; Social science; Pedagogy; 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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006710183,0.00009710513,0.0001929837,0.000170452,0.0009645938,0.0002397834,0.0009160613,0.00007789868,0.001825455],"category_scores_gemma":[0.004977368,0.00007536924,0.00003186257,0.001833579,0.008170862,0.0008357838,0.0001764868,0.0003061806,0.0002748395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005705237,"about_ca_system_score_gemma":0.0007203929,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03108284,"about_ca_topic_score_gemma":0.002300666,"domain_scores_codex":[0.9964875,0.0008666501,0.0002308265,0.000350395,0.0008309124,0.001233746],"domain_scores_gemma":[0.9983074,0.0009671606,0.00004818553,0.000138717,0.0002774862,0.0002610582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001121642,0.00003160437,0.02990519,4.053855e-7,5.922055e-7,7.689018e-7,0.02636769,0.000001130862,0.0005950804,0.9416898,0.0002917622,0.001114798],"study_design_scores_gemma":[0.0001437099,0.00006229711,0.3650192,0.000007884209,0.000001230154,7.556367e-7,0.3727717,0.00008548592,0.0003269326,0.2541083,0.007211865,0.0002606647],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5170546,0.000004021485,0.0006971534,0.004684091,0.0002003454,0.0001937917,3.406746e-7,0.00007309713,0.4770925],"genre_scores_gemma":[0.9769781,0.000001681677,0.01979654,0.000568394,0.0001564444,0.00002731591,2.331074e-7,0.000002310798,0.002468979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6875816,"threshold_uncertainty_score":0.999087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5475194340999524,"score_gpt":0.5728641580556759,"score_spread":0.02534472395572351,"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."}}