{"id":"W4412531749","doi":"10.32920/29613656","title":"Virtual Hearings Circle: Report 2025","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004356872,0.0005545312,0.0002248301,0.001046458,0.002203838,0.004257946,0.001510873,0.002634881,0.1397081],"category_scores_gemma":[0.006815635,0.0003302868,0.0002776236,0.0008204272,0.0006219492,0.001804249,0.002885359,0.00153819,0.04819809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002795921,"about_ca_system_score_gemma":0.01148301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06610476,"about_ca_topic_score_gemma":0.05474126,"domain_scores_codex":[0.9961057,0.0004796748,0.0001336712,0.0002996206,0.002331522,0.0006496917],"domain_scores_gemma":[0.9938582,0.0009109657,0.000264252,0.0004720417,0.003034399,0.001460154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002140601,0.0001313204,0.001430517,0.0001330441,0.00000517332,0.0001290856,0.000177148,0.0001619701,0.0007154289,0.003598118,0.9725233,0.02078083],"study_design_scores_gemma":[0.00003930383,0.0001580997,0.01089683,0.00009387559,0.000005576744,0.00006742121,0.0009048817,0.0003527639,0.001545669,0.0005011375,0.9854108,0.00002356417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02538619,0.002963664,0.005115924,0.02194793,0.006410852,0.003127278,0.1662861,0.003253934,0.765508],"genre_scores_gemma":[0.06546438,0.001273663,0.003385053,0.003647957,0.0005642516,0.002001339,0.08593407,0.0008272515,0.836902],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1397081,"threshold_uncertainty_score":0.4673703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1388941693473452,"score_gpt":0.4911016437120224,"score_spread":0.3522074743646771,"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."}}