{"id":"W7056836404","doi":"","title":"Generating plumitifs descriptions using neural networks","year":2023,"lang":"en","type":"other","venue":"","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sentimentality; Deep neural networks; Economic Justice","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005167848,0.0009134497,0.0003822968,0.00108865,0.0005224777,0.001015517,0.001118106,0.0008442035,0.006431468],"category_scores_gemma":[0.003884609,0.0003950815,0.0007548979,0.0007129252,0.0005219795,0.001611815,0.0009627632,0.001042748,0.001717286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053453,"about_ca_system_score_gemma":0.0009882909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01152502,"about_ca_topic_score_gemma":0.01991831,"domain_scores_codex":[0.9994724,0.0001174695,0.00003715677,0.000138255,0.0001968514,0.00003780462],"domain_scores_gemma":[0.9984737,0.0008728813,0.0001027406,0.0001691255,0.0003293956,0.00005221327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004675576,0.0001630512,0.002847971,0.0008794034,0.000105067,0.001622761,0.001799982,0.1098553,0.03627875,0.01881914,0.01808042,0.8090805],"study_design_scores_gemma":[0.00004222674,0.0001122834,0.001212904,0.0001128267,0.00005418331,0.0004043449,0.000717743,0.9243635,0.03131502,0.01128089,0.03032785,0.00005618568],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1059428,0.0009027746,0.8576086,0.0007133388,0.0002451714,0.000476825,0.002045037,0.01506599,0.01699945],"genre_scores_gemma":[0.3719966,0.0007424155,0.5938821,0.0002445873,0.00006042758,0.0003386913,0.005401312,0.0007963303,0.02653739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01152502,"threshold_uncertainty_score":0.0229159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03612564499338695,"score_gpt":0.2887649530231877,"score_spread":0.2526393080298007,"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."}}