{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008831459,0.00214016,0.001136487,0.001445039,0.005176151,0.00885173,0.003157419,0.01315039,0.1548522],"category_scores_gemma":[0.02797358,0.000946163,0.001581815,0.001035956,0.001004803,0.004557325,0.006638021,0.01387196,0.1040067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00331384,"about_ca_system_score_gemma":0.008318009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002197256,"about_ca_topic_score_gemma":0.003936013,"domain_scores_codex":[0.9934915,0.001740401,0.0005548203,0.001128606,0.001960075,0.001124513],"domain_scores_gemma":[0.9767383,0.002503172,0.0009333064,0.0007823233,0.01028669,0.008756068],"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":[0.00008404705,0.00003185934,0.0001327986,0.0001439984,0.000005830811,0.0002227853,0.000175014,0.0000378975,0.0002914763,0.0004995867,0.9907945,0.007580191],"study_design_scores_gemma":[0.00002521544,0.00003387596,0.0003059692,0.0001288461,0.000005587447,0.00008713323,0.00079737,0.00005862129,0.0001464045,0.0004106081,0.997982,0.00001827108],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.002261563,0.00467675,0.002723692,0.3870375,0.5415909,0.00126872,0.002558125,0.0009804908,0.05690234],"genre_scores_gemma":[0.02270486,0.003529102,0.002965832,0.3517321,0.0882754,0.003974566,0.001857154,0.001091459,0.5238696],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1548522,"threshold_uncertainty_score":0.5180322,"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."}}