{"id":"W6962918331","doi":"10.17862/cranfield.rd.23628048","title":"Day 3 - 1200 - Frederick Paquet.pdf","year":2024,"lang":"en","type":"other","venue":"CERES (Cranfield University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deflagration; Nitrocellulose; Feature (linguistics)","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007763588,0.0005177501,0.0004901222,0.002093283,0.00007511845,0.00008956598,0.0008384804,0.000846494,0.09134915],"category_scores_gemma":[0.00002902045,0.0005818596,0.0003167507,0.001222698,0.0001821384,0.0001048841,0.0003275326,0.000737016,0.1299784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002093371,"about_ca_system_score_gemma":0.0001369182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001903961,"about_ca_topic_score_gemma":0.003184921,"domain_scores_codex":[0.9980941,0.0001293242,0.0001539563,0.0008045438,0.0003141952,0.0005038923],"domain_scores_gemma":[0.9987033,0.00006283214,0.000153353,0.0008306749,0.0000332484,0.000216575],"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":[0.00002421463,0.00004226953,0.00006055625,0.0001690713,0.0003706931,0.00114459,0.0001311057,0.000001534323,0.00007570806,0.01381367,0.9837769,0.0003896464],"study_design_scores_gemma":[0.0004380783,0.00003796848,0.00002269359,0.000375208,0.0003403929,0.000008117823,0.0002563215,0.000005829087,0.00004726701,0.0002269039,0.9976056,0.0006356528],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000206716,0.0009063552,0.0001422911,0.0001768565,0.001401283,0.0003314005,0.0003021524,0.001432623,0.9952863],"genre_scores_gemma":[0.0003931279,0.0003349342,0.000152354,0.0001181081,0.0006498913,7.101243e-7,0.00009603686,0.001084098,0.9971707],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03862925,"threshold_uncertainty_score":0.9996633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057931630593939,"score_gpt":0.1947357772311618,"score_spread":0.1841564609252224,"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."}}