{"id":"W3158843519","doi":"10.1177/13505076211019529","title":"Reimagining academic conferences: Toward a federated model of conferencing","year":2021,"lang":"en","type":"article","venue":"Management Learning","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; McGill University","funders":"","keywords":"Affordance; Inclusion (mineral); Diversity (politics); Attendance; Sketch; Sociology; Task (project management); Public relations; Dynamics (music); Computer science; Engineering ethics; Political science; Pedagogy; Management; Social science; Human–computer interaction","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02036009,0.0004793594,0.0004606164,0.003358532,0.00818822,0.02240833,0.004388807,0.00394402,0.006596061],"category_scores_gemma":[0.02837623,0.0005155932,0.0007829343,0.002037599,0.01280006,0.01669585,0.01200895,0.005116185,0.001353745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007288174,"about_ca_system_score_gemma":0.009343391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002323666,"about_ca_topic_score_gemma":0.003314263,"domain_scores_codex":[0.9816727,0.01319959,0.0005350922,0.001210345,0.002141435,0.00124094],"domain_scores_gemma":[0.9813775,0.005299562,0.001829871,0.004830018,0.002622714,0.004040379],"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":[0.00007820232,0.000209859,0.002656942,0.0000879764,0.00002079063,0.0001997553,0.01213848,0.005548256,0.001016582,0.9031197,0.002591722,0.07233182],"study_design_scores_gemma":[0.00003771682,0.0002198013,0.001681141,0.0002395693,0.00003495325,0.0004120426,0.01421449,0.0272046,0.001557229,0.8677439,0.08655955,0.00009501877],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1263684,0.0006869452,0.584338,0.03666042,0.00059923,0.000427266,0.0001285797,0.001195304,0.2495959],"genre_scores_gemma":[0.8713977,0.0002637384,0.1135733,0.0007176077,0.00019255,0.0002971961,0.00006113228,0.0001349283,0.01336185],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9775917,"threshold_uncertainty_score":0.1076758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09351380311705433,"score_gpt":0.3291208591710411,"score_spread":0.2356070560539867,"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."}}