{"id":"W6887825195","doi":"10.17635/lancaster/researchdata/541","title":"Going Beyond Imagination","year":2022,"lang":"en","type":"dataset","venue":"University of Lancaster","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Critical mass (sociodynamics); Investment (military); Critical theory; Critical design","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":[0.0001677151,0.0001602832,0.0002629618,0.0004134082,0.0001239569,0.00001172152,0.0005214666,0.00009758569,0.1016848],"category_scores_gemma":[0.00001508492,0.0002173668,0.0001035121,0.0002077446,0.0001014715,0.0002081643,0.0004808996,0.0003456592,0.002652197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002436521,"about_ca_system_score_gemma":0.00007153182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003881435,"about_ca_topic_score_gemma":0.0003701365,"domain_scores_codex":[0.9989531,0.0001020768,0.00009772068,0.0002772216,0.0003916713,0.0001782209],"domain_scores_gemma":[0.9990814,0.00004264895,0.0002861333,0.0004608036,0.00008095387,0.00004806873],"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":[0.00006593712,0.000055877,0.00009400812,0.0000862528,0.00005468481,0.0001663496,0.0001153402,0.000002585103,0.00003099754,0.00001151013,0.9992143,0.0001021804],"study_design_scores_gemma":[0.000522102,0.00004016489,0.0003353406,0.00002200222,0.0001398626,0.00001230563,0.0002590146,0.00001250748,0.000003942638,0.00001756463,0.9984359,0.0001993346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003012985,0.0000506746,0.000007835763,0.00005684122,0.0001986741,0.0001253536,0.9954296,0.00003207878,0.00379762],"genre_scores_gemma":[0.00004742621,0.00002103518,0.0001223442,0.00004813581,0.0000353385,7.569381e-8,0.9970856,0.00001992654,0.002620066],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.09903261,"threshold_uncertainty_score":0.9981244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009331893093366624,"score_gpt":0.2040827685096319,"score_spread":0.1947508754162652,"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."}}