{"id":"W7032064673","doi":"","title":"9781040305140.pdf","year":2024,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Fossil Insects in Amber","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Park","funders":"","keywords":"Democracy; Politics; Multitude; Commons; Representative democracy; Democratic consolidation; Social media; Dictatorship","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003013408,0.000402235,0.0003171799,0.00003669665,0.0002028357,0.0005377772,0.0009072551,0.000289026,0.9585663],"category_scores_gemma":[0.00005695142,0.000130294,0.0002068618,0.0005169371,0.0002197695,0.000113913,0.000262119,0.0004396244,0.9894273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007435593,"about_ca_system_score_gemma":0.00002879265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001136207,"about_ca_topic_score_gemma":0.003104626,"domain_scores_codex":[0.9980564,0.0001209908,0.0003065204,0.000641353,0.0004742383,0.0004005468],"domain_scores_gemma":[0.9992016,0.0001700664,0.0002216816,0.0002660553,0.00004298484,0.00009758923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000519626,0.0000280446,0.00002904193,0.00002181868,0.00007558243,0.000009732618,0.00002145902,2.236694e-7,0.0004937404,0.001002474,0.06852872,0.9297839],"study_design_scores_gemma":[0.00005919404,0.00005183397,0.0006066288,0.0001368959,0.00007319623,0.00002111085,0.00004584545,0.00001106866,0.00003151666,0.002225922,0.9963591,0.0003777212],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002191955,0.00002199222,0.000002518022,0.002363628,0.001837995,0.0005706797,6.460987e-8,0.0004156211,0.9945683],"genre_scores_gemma":[0.002575782,0.0001102339,0.0001160689,0.0007997386,0.002249511,0.0001016399,0.0003871207,0.000045859,0.993614],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9294062,"threshold_uncertainty_score":0.5313234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01717600749243872,"score_gpt":0.2378333647598775,"score_spread":0.2206573572674387,"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."}}