{"id":"W4402718184","doi":"10.1017/s0008423924000222","title":"Linguistic Cleavages in Canadian Political Science: Evidence from the Discipline's Annual Conference","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Political Science","topic":"Political Science Research and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Western University","funders":"","keywords":"Politics; Political science; Linguistics; Philosophy; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.01744803,0.0001629778,0.0002187081,0.001040866,0.002221334,0.002488731,0.003097349,0.0001038985,0.000678661],"category_scores_gemma":[0.08211593,0.0001145178,0.00008703447,0.003898639,0.01844112,0.001930511,0.00008809174,0.0008145476,0.0001330698],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01208239,"about_ca_system_score_gemma":0.2057374,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9881405,"about_ca_topic_score_gemma":0.9779167,"domain_scores_codex":[0.9877777,0.0002620307,0.0004999251,0.0004975678,0.001903943,0.009058901],"domain_scores_gemma":[0.9699563,0.001758383,0.00005108861,0.0003209163,0.001288976,0.02662435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001914879,0.000008396835,0.02175073,0.000004292532,0.000001949418,0.0001467423,0.01083444,0.000001476677,0.00008167965,0.9652157,0.0003728374,0.00157988],"study_design_scores_gemma":[0.00007069732,0.0001077269,0.8237421,0.0006132471,0.00001636847,0.00004306126,0.0216152,0.0006872712,0.0002036366,0.1378507,0.01477254,0.0002774592],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8265199,0.0006516067,0.0001152457,0.1331584,0.002807248,0.0002425848,0.0001444981,0.00001937676,0.0363411],"genre_scores_gemma":[0.9973286,0.00001665361,0.0001371422,0.0008932881,0.001466208,0.000003259504,7.120515e-7,0.000007828536,0.0001462476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8273649,"threshold_uncertainty_score":0.9990776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06421092436039628,"score_gpt":0.4288014976133849,"score_spread":0.3645905732529887,"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."}}