{"id":"W4399515263","doi":"10.5821/mt.12845","title":"Covid-19 and after: About human factors and welfare in shipping","year":2024,"lang":"en","type":"article","venue":"","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sveriges Regering; Ministry of Rural Affairs","keywords":"Welfare; Business; Repatriation; Coronavirus disease 2019 (COVID-19); Work (physics); Population; Financial crisis; Health care; Economic growth; Environmental health; Medicine; Political science; Economics; Engineering; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006147554,0.00006619805,0.00006614011,0.0000719859,0.00003011598,0.0000604965,0.00001819742,0.00004218653,0.00103476],"category_scores_gemma":[0.00001270508,0.00005814393,0.00001034333,0.00007416836,0.00001442287,0.00007414654,0.0000158092,0.00008831455,0.000003257608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000365123,"about_ca_system_score_gemma":0.000005561611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001209268,"about_ca_topic_score_gemma":0.000373682,"domain_scores_codex":[0.9996843,0.00000700289,0.00009022963,0.00009606143,0.00003963931,0.00008278396],"domain_scores_gemma":[0.9998231,0.00002711172,0.000001978644,0.00004333656,0.000002342656,0.000102138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001237125,0.00001983896,0.8553411,0.005227299,0.00008242576,0.0002328453,0.01233253,0.0009691683,0.001682036,0.09306866,0.001970064,0.02906169],"study_design_scores_gemma":[0.0005104544,0.0000194333,0.768421,0.0001555914,0.00001190116,0.00001399204,0.0009600319,0.03174892,0.0002274867,0.001369558,0.1961143,0.0004473514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823942,0.001126635,0.0004413827,0.0006024793,0.00007345322,0.00007584991,0.000009815384,0.000336668,0.01493954],"genre_scores_gemma":[0.9995152,0.00005133181,0.000046515,0.0001125866,0.00001219431,0.000005244626,0.000007513972,0.000009224515,0.0002402401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1941442,"threshold_uncertainty_score":0.9998784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01275181710535477,"score_gpt":0.2610170232934493,"score_spread":0.2482652061880946,"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."}}