{"id":"W1973972843","doi":"10.1016/j.marpol.2011.11.004","title":"Shipping casualties and loss of life in UK merchant shipping, UK second register and foreign flags used by UK shipping companies","year":2011,"lang":"en","type":"article","venue":"Marine Policy","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Crew; FLAGS register; Quarter (Canadian coin); Business; Geography; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003330882,0.0002669974,0.0004729832,0.0003158549,0.00006586833,0.00004794238,0.0001468312,0.0001355942,0.0008519017],"category_scores_gemma":[0.0001105528,0.0002820431,0.00004764931,0.0002350829,0.0001678622,0.000130531,0.0002153367,0.0002600326,0.00000398287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006392079,"about_ca_system_score_gemma":0.00003723799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005870986,"about_ca_topic_score_gemma":0.003144936,"domain_scores_codex":[0.9985908,0.00005529082,0.0005461564,0.000253753,0.000152086,0.0004019575],"domain_scores_gemma":[0.9993318,0.0001086011,0.00009668402,0.0002512222,0.00003117047,0.0001804689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001541752,0.00005939264,0.9318797,0.001980704,0.0002188654,0.00002847845,0.02743516,0.0001054701,0.001843436,0.02641397,0.001457826,0.008422794],"study_design_scores_gemma":[0.006875553,0.0002904675,0.9196331,0.0008636992,0.00008908313,0.0001398711,0.00567821,0.03235769,0.005040516,0.01904698,0.00773295,0.002251864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9409636,0.0004602766,0.0001859517,0.0001767693,0.00005301764,0.0002347005,0.00003462762,0.0000828967,0.05780817],"genre_scores_gemma":[0.9981066,0.0001506414,0.0004220716,0.000232339,0.00008900026,0.00001817001,0.0000287086,0.00003847143,0.000913984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05714302,"threshold_uncertainty_score":0.9999632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03060486327194019,"score_gpt":0.2382536479759849,"score_spread":0.2076487847040448,"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."}}