{"id":"W7153330903","doi":"10.5281/zenodo.19181851","title":"UK-Ukraine Research Twinning Showcase and Networking 2024","year":2024,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"International Science and Diplomacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crystal twinning; Quarter (Canadian coin); Theme (computing); Twin cities","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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00848111,0.0002430369,0.0002150347,0.0007699329,0.01084442,0.008742973,0.001596723,0.0001663867,0.04308708],"category_scores_gemma":[0.001432587,0.0002517346,0.0001010609,0.003320891,0.001576112,0.0009803701,0.002648588,0.001081867,0.011433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005230316,"about_ca_system_score_gemma":0.00004566494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004261533,"about_ca_topic_score_gemma":0.000008722362,"domain_scores_codex":[0.9940658,0.001316599,0.0004574892,0.001073603,0.001872356,0.001214181],"domain_scores_gemma":[0.9974524,0.0003165949,0.00007988746,0.0003784958,0.001223349,0.0005493112],"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":[0.00006742928,0.0001043882,0.00001585753,0.000152317,0.0000951998,0.0002882328,0.02731031,0.00003345505,0.001116209,0.13305,0.4093394,0.4284273],"study_design_scores_gemma":[0.0002033442,0.0002507818,0.0001115719,0.0003810016,0.00002182761,0.0001124998,0.004667619,0.006025199,0.00004112033,0.003864291,0.9840372,0.000283512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03269552,0.006814632,0.0008944228,0.01022646,0.002137739,0.0009269094,0.0001589066,0.000834336,0.9453111],"genre_scores_gemma":[0.9760619,0.002947484,0.00008215706,0.0002242383,0.002725466,9.369503e-8,0.0001754793,0.0008600092,0.01692318],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9433663,"threshold_uncertainty_score":0.9999935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09411373056959398,"score_gpt":0.365354707540906,"score_spread":0.2712409769713121,"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."}}