{"id":"W6893994698","doi":"10.5281/zenodo.7181539","title":"Letter from workshop organizers","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","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":[0.008789884,0.002188383,0.0011353,0.001421095,0.005095542,0.00865467,0.003112137,0.01319202,0.1527249],"category_scores_gemma":[0.02706383,0.000948699,0.001586194,0.001023933,0.001002777,0.004467449,0.006575104,0.0137344,0.1054031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003275127,"about_ca_system_score_gemma":0.00811551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002120206,"about_ca_topic_score_gemma":0.003802317,"domain_scores_codex":[0.9936413,0.001680544,0.0005551666,0.001123373,0.001908337,0.001091253],"domain_scores_gemma":[0.9773754,0.002510062,0.0009261045,0.0007665214,0.00991765,0.008504181],"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":[0.00009215462,0.00003387468,0.0001362078,0.0001514758,0.000006080048,0.0002348267,0.0001746041,0.00004065341,0.0003218866,0.0005000927,0.9904917,0.007816337],"study_design_scores_gemma":[0.00002630808,0.0000352663,0.0003139782,0.0001284672,0.000005870429,0.0000911465,0.0007662597,0.00006051768,0.0001580966,0.0004216817,0.9979736,0.00001884766],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.002352847,0.004867513,0.002880658,0.3830799,0.5452953,0.001324944,0.002742859,0.001025002,0.05643102],"genre_scores_gemma":[0.0230901,0.003609827,0.003073064,0.3471169,0.0901985,0.004127216,0.001981775,0.001145748,0.5256568],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1527249,"threshold_uncertainty_score":0.5109156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02100033855985456,"score_gpt":0.2093846415518984,"score_spread":0.1883843029920438,"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."}}