{"id":"W3166037072","doi":"10.2139/ssrn.3837464","title":"Reimagining Academic Conferences: Toward a Federated Model of Conferencing","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; World Wide Web; Sociology; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.002026886,0.0001233166,0.0002409336,0.0001098493,0.0005632822,0.0001553871,0.0002901223,0.0001034985,0.0002178649],"category_scores_gemma":[0.0002187185,0.0001084907,0.0001116116,0.0003197597,0.0001450233,0.0002710768,0.00006967758,0.001892464,0.00001060852],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004886197,"about_ca_system_score_gemma":0.02093485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001375338,"about_ca_topic_score_gemma":0.009518873,"domain_scores_codex":[0.9971955,0.0002113457,0.0004004677,0.0002132604,0.0004617447,0.001517725],"domain_scores_gemma":[0.9989769,0.00005987207,0.0002301708,0.00009828265,0.0005236832,0.0001110521],"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":[0.00001179608,0.00002587166,0.0009683267,0.000007955165,0.00008659711,0.000003334098,0.003616132,0.0002736833,0.0005675819,0.9727098,0.0001033783,0.02162552],"study_design_scores_gemma":[0.0006697854,0.00009512002,0.000108721,0.0001415559,0.00009086406,0.00003297082,0.1457495,0.01360791,0.000402436,0.8341976,0.004603763,0.0002997134],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3546467,0.004456843,0.3463351,0.03716211,0.0009352497,0.0004150571,0.00001435368,0.0001758333,0.2558587],"genre_scores_gemma":[0.9826739,0.01260826,0.0002460379,0.0001479425,0.0001715874,0.000004433336,0.000005510231,0.000009183545,0.004133134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6280272,"threshold_uncertainty_score":0.9846156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06375564949392828,"score_gpt":0.3230267978018355,"score_spread":0.2592711483079072,"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."}}