{"id":"W4396737878","doi":"10.1177/01171968241245731","title":"Precariousness and vulnerability: Seafarers in the COVID-19 pandemic","year":2024,"lang":"en","type":"article","venue":"Asian and Pacific migration journal","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Institute of Population and Public Health; Canadian Institutes of Health Research; National Social Science Fund of China; National Office for Philosophy and Social Sciences; Memorial University of Newfoundland","keywords":"Pandemic; Vulnerability (computing); Work (physics); Political science; Crew; Vulnerability assessment; Coronavirus disease 2019 (COVID-19); Economic growth; Business; Geography; Engineering; Economics; Medicine; Computer security; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0007512627,0.00007831524,0.0000765178,0.00008438008,0.0001140585,0.0002663572,0.00004346477,0.00005674228,0.0000823819],"category_scores_gemma":[0.00003717715,0.00005552287,0.00002333067,0.0001544312,0.00003782036,0.000144401,0.000004128481,0.0003474026,0.000003738575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004360195,"about_ca_system_score_gemma":0.00003829563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008727889,"about_ca_topic_score_gemma":0.0002357058,"domain_scores_codex":[0.9994025,0.0001144392,0.0001772162,0.00009757974,0.0001072695,0.0001010537],"domain_scores_gemma":[0.9997004,0.0001002801,0.00001150557,0.0000663212,0.00001046634,0.0001109756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005421986,0.00004407399,0.2279087,0.0008796152,0.000119316,0.0002241751,0.1567395,0.002923898,0.0009169996,0.007358807,0.1286788,0.4741518],"study_design_scores_gemma":[0.0007114991,0.00005672493,0.02890948,0.00007991189,0.00003133936,0.003473403,0.01697551,0.07855497,0.00001088617,0.005023875,0.8658563,0.0003160568],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8208342,0.01095321,0.041738,0.06766332,0.001695334,0.0008693848,0.00006464593,0.0007658994,0.05541601],"genre_scores_gemma":[0.998181,0.001328331,0.00004954022,0.0001841573,0.00008017257,0.000006118561,0.000009480136,0.000006781216,0.0001543656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7371775,"threshold_uncertainty_score":0.2568488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02269575664527078,"score_gpt":0.2717414203579243,"score_spread":0.2490456637126535,"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."}}