{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01295888,0.0005715279,0.0009524943,0.003053707,0.003572516,0.01139169,0.005563858,0.003833964,0.007695491],"category_scores_gemma":[0.02785235,0.0006857811,0.001062028,0.002377917,0.003027729,0.01423545,0.007642213,0.004242582,0.001451667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002800959,"about_ca_system_score_gemma":0.006866194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00710845,"about_ca_topic_score_gemma":0.005626732,"domain_scores_codex":[0.9904857,0.00552356,0.0004779707,0.001236936,0.00147753,0.0007983439],"domain_scores_gemma":[0.9720087,0.007216056,0.001753788,0.01207463,0.004238217,0.002708631],"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":[0.000760457,0.001331883,0.006995905,0.000190376,0.0001580239,0.0004194053,0.004198447,0.1247251,0.005434107,0.5799483,0.006771658,0.2690664],"study_design_scores_gemma":[0.0001055181,0.0003844344,0.001671109,0.0001008714,0.0001075029,0.0003472698,0.00149118,0.563238,0.00466311,0.4056505,0.02213337,0.0001071667],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.09352411,0.0002318281,0.8658653,0.003386512,0.0001633758,0.0004943376,0.000223652,0.002730825,0.03337993],"genre_scores_gemma":[0.7494228,0.0001533638,0.2365765,0.0003087085,0.0001211081,0.0002505689,0.0002076655,0.0002074063,0.01275179],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9886083,"threshold_uncertainty_score":0.06853396,"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."}}