{"id":"W4414663833","doi":"10.1017/s1049096525101455","title":"The Political Engagement of Political Scientists: Partisans, Public Scholars, and Teachers/Pedagogues","year":2025,"lang":"en","type":"article","venue":"PS Political Science & Politics","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Politics; American political science; Public engagement; Political communication; Political management; Political activism; Political culture","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.006979443,0.0001182841,0.0003381498,0.00316353,0.00215978,0.004174647,0.0003869977,0.0005875751,0.005823056],"category_scores_gemma":[0.02734133,0.0001809384,0.0001924769,0.001760513,0.002835118,0.002005791,0.003696515,0.001127925,0.0004655249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007152028,"about_ca_system_score_gemma":0.0007281541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003016081,"about_ca_topic_score_gemma":0.00550702,"domain_scores_codex":[0.9926521,0.004097748,0.0003837102,0.0004750405,0.001211387,0.001179946],"domain_scores_gemma":[0.9501516,0.02511423,0.0122019,0.001705539,0.003739747,0.007087003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002081965,0.0001780969,0.9132288,0.00003957533,0.00006748641,0.0001122254,0.07250559,0.00009348647,0.0006942198,0.002002301,0.0004609491,0.01040909],"study_design_scores_gemma":[0.000009970006,0.0001046537,0.8746669,0.00005999933,0.00001616143,0.0001233527,0.11963,0.0003442127,0.0002377269,0.00161103,0.003175153,0.00002070293],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900718,0.0001229818,0.0002166435,0.0003901662,0.00001005465,0.00001135129,0.0000512913,0.000003049277,0.009122632],"genre_scores_gemma":[0.9995977,0.00003268909,0.0000267277,0.00003596818,0.0000140009,0.000005069113,0.00002177961,0.000001752734,0.0002644123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9978402,"threshold_uncertainty_score":0.03691131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05587398357673994,"score_gpt":0.3957091283148576,"score_spread":0.3398351447381176,"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."}}