{"id":"W6966806726","doi":"10.48336/xaq1-mj71","title":"Developing a simple yet rigorous approach for operational risk management for small vessels","year":2023,"lang":"en","type":"article","venue":"Memorial University Research Repository (Memorial University)","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Fishing; Scale (ratio); Ranking (information retrieval); Work (physics); Risk management; Probabilistic logic; Commercial fishing; Simple (philosophy)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01018501,0.001640182,0.001231541,0.002291931,0.001071923,0.00315409,0.003627285,0.001976971,0.003304616],"category_scores_gemma":[0.01871905,0.001030559,0.00244284,0.001135709,0.002152046,0.003361187,0.003835671,0.00368092,0.0006680596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00261849,"about_ca_system_score_gemma":0.005416604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008481201,"about_ca_topic_score_gemma":0.009146853,"domain_scores_codex":[0.9931867,0.003017951,0.0005851519,0.0007682407,0.00212698,0.0003149446],"domain_scores_gemma":[0.9867553,0.008407985,0.00159238,0.000721484,0.002271428,0.0002514285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002355658,0.0001834183,0.002399735,0.0003844826,0.0001009831,0.0002928223,0.0007679343,0.8113519,0.002324801,0.1371059,0.001092602,0.04397191],"study_design_scores_gemma":[0.000009822337,0.00008176274,0.0004709161,0.0001004877,0.0000270838,0.00009040684,0.0003536998,0.9162175,0.0005640381,0.07892319,0.003126751,0.00003432681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002845373,0.00005984891,0.9948283,0.0002587117,0.0000152492,0.0001849215,0.00004925179,0.0000682368,0.001690098],"genre_scores_gemma":[0.1596963,0.0003039201,0.8367855,0.0001240667,0.00006477928,0.0009440284,0.0001713751,0.0000601016,0.001849932],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01018501,"threshold_uncertainty_score":0.05386406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04605772341640241,"score_gpt":0.2628965927774796,"score_spread":0.2168388693610772,"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."}}