{"id":"W4247233554","doi":"10.5771/9783748921011-309","title":"Federated Maritime Intelligence Operations from the North Atlantic to the South China Sea: Expecting the Unexpected","year":2021,"lang":"en","type":"book-chapter","venue":"Nomos Verlagsgesellschaft mbH & Co. KG eBooks","topic":"Maritime Security and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Rostock; Universität Osnabrück; Karl-Franzens-Universität Graz; Anadolu Üniversitesi; McMaster University","keywords":"China; Oceanography; Geography; Geology; Archaeology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001086545,0.0007487727,0.0007140676,0.0001191046,0.007752184,0.001263444,0.002019516,0.0006019939,0.004947691],"category_scores_gemma":[0.000455695,0.0005024974,0.0004776961,0.0002075178,0.0009694925,0.000128923,0.0004984959,0.002231417,0.001259725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003940702,"about_ca_system_score_gemma":0.001356801,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03172475,"about_ca_topic_score_gemma":0.2981277,"domain_scores_codex":[0.9950129,0.0008239492,0.000821268,0.001108967,0.001357713,0.0008752023],"domain_scores_gemma":[0.9964628,0.001136485,0.0003019352,0.00123291,0.0005410534,0.0003248827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001943937,0.00017423,0.0011883,0.00007691846,0.001361252,0.0003458307,0.5767908,0.0002914041,0.00008487554,0.3580729,0.04694613,0.01447308],"study_design_scores_gemma":[0.0002406247,0.0000890522,0.0006098691,0.0003866336,0.0003365607,0.00001286505,0.01846261,0.0005321744,0.00005174997,0.001532862,0.9765477,0.001197282],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008124137,0.002130863,0.0007560239,0.005667821,0.001462366,0.002754589,0.000499066,0.0003638103,0.9782413],"genre_scores_gemma":[0.4980413,0.0002536768,0.00009283893,0.002488896,0.002757224,0.00016835,0.000381262,0.0001422218,0.4956743],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9296016,"threshold_uncertainty_score":0.9997733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03036310702917579,"score_gpt":0.2637664300754483,"score_spread":0.2334033230462725,"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."}}