{"id":"W4417103503","doi":"10.1007/s43621-025-02193-7","title":"Maritime surveillance risks infringing on decent work while intending to protect against abuses","year":2025,"lang":"en","type":"article","venue":"Discover Sustainability","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Nexus (standard); Human rights; Work (physics); Corporate governance; Empowerment; Scholarship; Civil liberties; Equity (law)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005607242,0.0002527006,0.0002825861,0.0001886037,0.000158417,0.0001368474,0.0002411309,0.00009744493,0.00007437413],"category_scores_gemma":[0.0007936519,0.000259143,0.0001089698,0.000887731,0.0000479946,0.0001649187,0.0001446537,0.0003515687,0.00002441384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184196,"about_ca_system_score_gemma":0.0001103606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000943017,"about_ca_topic_score_gemma":0.00005248607,"domain_scores_codex":[0.9984326,0.00009519149,0.0003693418,0.0003972953,0.0002075065,0.000498112],"domain_scores_gemma":[0.9989344,0.0001965007,0.00002881089,0.0005368525,0.0001833108,0.0001201531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004022226,0.0002637975,0.5179364,0.001701224,0.0001489121,0.00003625356,0.001529908,0.3064485,0.0001182472,0.01282955,0.005522893,0.153062],"study_design_scores_gemma":[0.001028002,0.00007472272,0.8934451,0.0006081943,0.00001750348,8.909573e-7,0.001762919,0.01199438,0.002188178,0.004354755,0.08349559,0.00102976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9269236,0.0001184965,0.03020689,0.001392294,0.0005552642,0.001703937,0.00003635219,0.000698052,0.03836516],"genre_scores_gemma":[0.9987069,0.00001338066,0.0001754987,0.0003392378,0.00004022738,0.000182413,0.00002259218,0.00002671588,0.0004930339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3755087,"threshold_uncertainty_score":0.9999861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01098703819584492,"score_gpt":0.2708208583759962,"score_spread":0.2598338201801513,"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."}}