{"id":"W6968631417","doi":"10.5281/zenodo.7181540","title":"Letter from workshop organizers","year":2022,"lang":"en","type":"article","venue":"elib (German Aerospace Center)","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"German; Context (archaeology); Schedule; Aerospace; Resilience (materials science); Session (web analytics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000819917,0.0001691751,0.0001580356,0.00004783377,0.0001660583,0.00005120021,0.0002491814,0.00004705498,0.008600765],"category_scores_gemma":[0.000007658898,0.0001987853,0.00007387536,0.0002303841,0.000022574,0.0001065451,0.0001488514,0.0004099901,0.0004500368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001461143,"about_ca_system_score_gemma":0.000009024021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001082866,"about_ca_topic_score_gemma":0.0000103728,"domain_scores_codex":[0.9989734,0.0000478739,0.0001899328,0.0002140783,0.0002756526,0.0002990593],"domain_scores_gemma":[0.9994963,0.00003499365,0.00002927689,0.0003146093,0.00001518223,0.0001095717],"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":[0.00001988277,0.00006182267,0.00391038,0.00001548471,0.0000626435,0.00004735858,0.001664135,0.002076565,0.007902148,0.0001581304,0.982065,0.002016467],"study_design_scores_gemma":[0.0008769183,0.00001073875,0.003727523,0.00001406359,0.00001052939,0.000008331959,0.0001623558,0.003595088,0.002057227,0.00005121208,0.9891599,0.000326114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475478,0.0006094363,0.002612333,0.01023675,0.005698516,0.0004771814,0.00039719,0.002094893,0.03032592],"genre_scores_gemma":[0.9894658,0.00003179081,0.0003463265,0.004135531,0.000314647,0.00003123585,0.0003541842,0.00008175876,0.005238708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04191804,"threshold_uncertainty_score":0.9923055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006786780946398706,"score_gpt":0.2099631499321689,"score_spread":0.2031763689857702,"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."}}