{"id":"W4412531964","doi":"10.32920/29613656.v1","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; Business; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003931068,0.0001739547,0.0003254924,0.0002993409,0.0003600761,0.000308743,0.001358015,0.0007345324,0.00159679],"category_scores_gemma":[0.002344544,0.0002043149,0.0001876289,0.0004611216,0.0004396645,0.00008357991,0.002575634,0.001289063,0.0001474138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004476997,"about_ca_system_score_gemma":0.003159318,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03986123,"about_ca_topic_score_gemma":0.002789393,"domain_scores_codex":[0.9966872,0.0002771988,0.0004650186,0.0007479526,0.001275327,0.0005472894],"domain_scores_gemma":[0.9979334,0.0003404549,0.0001409757,0.0009838723,0.000417595,0.0001837263],"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":[0.00001673002,0.0001526962,0.002912031,0.0001540239,0.0001165092,0.0007378971,0.003424123,0.00003838894,0.00004502496,0.2368481,0.6544331,0.1011213],"study_design_scores_gemma":[0.0001117554,0.00003309542,0.003192674,0.0004189424,0.00002927774,0.000009007219,0.002803915,0.00008787101,0.0006198765,0.07396834,0.9180797,0.0006456],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002403877,0.00006541831,0.00747674,0.01905386,0.001510933,0.0009857159,0.0000151713,0.0009946271,0.9674937],"genre_scores_gemma":[0.3164151,0.0003534434,0.004953698,0.0005015161,0.0006085851,0.0003047796,0.00003194263,0.00002088174,0.6768101],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3140112,"threshold_uncertainty_score":0.9993159,"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."}}