{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005479942,0.0001144461,0.0002616146,0.0002823965,0.001004572,0.000357291,0.00129979,0.00007179066,0.0001699913],"category_scores_gemma":[0.004911359,0.00009276028,0.000150736,0.002322708,0.003921502,0.001071367,0.0001159492,0.0002191484,0.000124238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004569742,"about_ca_system_score_gemma":0.003470845,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01717427,"about_ca_topic_score_gemma":0.0008032984,"domain_scores_codex":[0.9951258,0.0001648176,0.0004833513,0.0002319581,0.002124334,0.001869682],"domain_scores_gemma":[0.9972293,0.0004255395,0.0003033193,0.000143114,0.0005717432,0.001326992],"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":[0.000002743316,0.00001522989,0.007638168,0.00000396176,0.000002729498,0.0000195619,0.001796571,0.00000142556,0.0002569485,0.9869785,0.001665512,0.001618622],"study_design_scores_gemma":[0.0003845528,0.0002269306,0.2968238,0.0001916224,0.00002717993,0.00004114842,0.0490163,0.00007334429,0.001326756,0.5717881,0.07965541,0.0004448856],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7222832,0.0001548361,0.0001207368,0.03597149,0.002104034,0.0001236481,0.00001322695,0.00009472958,0.2391341],"genre_scores_gemma":[0.9969959,0.0001213301,0.0001670733,0.0005732233,0.001085168,0.000001623728,1.94428e-7,0.000005483269,0.001049977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4151904,"threshold_uncertainty_score":0.9987893,"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."}}