{"id":"W4387260743","doi":"10.22151/politikon.55.con2","title":"Revitalizing Conferences","year":2023,"lang":"en","type":"article","venue":"Politikon IAPSS Journal of Political Science","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Transformative learning; Diversity (politics); Political science; Politics; Public relations; Power (physics); Relevance (law); Representation (politics); Sociology; Public administration; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02771373,0.001403202,0.0006734953,0.004536584,0.01601655,0.02683046,0.004994622,0.009425372,0.07077418],"category_scores_gemma":[0.04706819,0.0007612863,0.001140515,0.002947729,0.007195678,0.01896198,0.02916095,0.01884878,0.01270174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01429858,"about_ca_system_score_gemma":0.01964958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007971462,"about_ca_topic_score_gemma":0.01336276,"domain_scores_codex":[0.9774663,0.008441534,0.0008215041,0.002289109,0.004186773,0.006794793],"domain_scores_gemma":[0.951888,0.01290516,0.002301401,0.004205712,0.009412028,0.01928782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000145787,0.0002495219,0.001454364,0.0007904912,0.00003399531,0.0007369143,0.01863264,0.0008885091,0.001337862,0.4870798,0.3673531,0.1212971],"study_design_scores_gemma":[0.00001635024,0.00003847649,0.0006077345,0.0002486389,0.000004846107,0.00006668867,0.005391945,0.0001065962,0.0001859621,0.01158326,0.9817328,0.00001667408],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.03601469,0.01710419,0.0150232,0.2880956,0.0721331,0.0007977002,0.0003832879,0.0009484477,0.5694998],"genre_scores_gemma":[0.4597664,0.01370233,0.01179638,0.1010592,0.03263544,0.001018832,0.0009551528,0.001483502,0.3775828],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.07077418,"threshold_uncertainty_score":0.2367632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08666618682501662,"score_gpt":0.4172728052557262,"score_spread":0.3306066184307096,"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."}}