{"id":"W3182560628","doi":"","title":"Deliberative Mini-Publics: Core Design Features","year":2021,"lang":"en","type":"book","venue":"Lirias (KU Leuven)","topic":"Social Media and Politics","field":"Social Sciences","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Irish Research Council; Royal Irish Academy","keywords":"Publics; Core (optical fiber); Political science; Computer science; Telecommunications; Politics; Law","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004936295,0.0004501616,0.000721414,0.0001540735,0.0007751232,0.0003529508,0.0006565249,0.00146985,0.001663701],"category_scores_gemma":[0.001948903,0.0004754525,0.0003520022,0.000285146,0.0007494421,0.0002087685,0.0001136003,0.0009983259,0.000403436],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007522589,"about_ca_system_score_gemma":0.006774427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009000168,"about_ca_topic_score_gemma":0.002040728,"domain_scores_codex":[0.9965284,0.000626799,0.0004110521,0.0005695022,0.001026204,0.0008380233],"domain_scores_gemma":[0.9963349,0.001909369,0.0003074135,0.0004275431,0.0005529156,0.0004678479],"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":[0.0000128013,0.00003259003,0.00001935449,0.00003037284,0.0001378303,0.0001101128,0.05067132,0.000002036988,0.00000335921,0.1841393,0.759874,0.004966855],"study_design_scores_gemma":[0.0002429215,0.00006093148,0.00002028862,0.0001786234,0.0001264927,0.000003427716,0.009618009,0.000001678166,0.00004331332,0.06151718,0.9276783,0.0005087914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002184272,0.003733922,0.0001497056,0.005432175,0.00804798,0.0008490264,0.0001937766,0.000268135,0.9811069],"genre_scores_gemma":[0.0006275267,0.0006158195,0.001537403,0.003226947,0.0108655,0.00007779225,0.0003523042,0.00009661053,0.9826001],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1678043,"threshold_uncertainty_score":0.9998264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1001763532883144,"score_gpt":0.3487633207756581,"score_spread":0.2485869674873437,"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."}}