{"id":"W6910454543","doi":"10.48336/dab6-r515","title":"Electric lifeboats lead the charge to offshore safety","year":2025,"lang":"en","type":"article","venue":"Memorial University Research Repository (Memorial University)","topic":"Maritime Transport Emissions and Efficiency","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Upgrade; Lead (geology); Submarine pipeline; Work (physics); Lead–acid battery; Battery (electricity); Electric power","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001275238,0.0002711357,0.0003217535,0.0006692524,0.003331816,0.0001037214,0.002183514,0.0002437347,0.001161323],"category_scores_gemma":[0.0001381283,0.000253468,0.0002190574,0.005272129,0.0005613848,0.0004936579,0.001070372,0.0008706207,0.0005424838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001599358,"about_ca_system_score_gemma":0.0004652187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003323627,"about_ca_topic_score_gemma":0.000382544,"domain_scores_codex":[0.9960337,0.000780593,0.0002428447,0.000893902,0.001081001,0.0009679226],"domain_scores_gemma":[0.9981267,0.0003789774,0.00006856725,0.0008185725,0.0001575577,0.0004496594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02326143,0.002431647,0.0367411,0.000172778,0.0005482642,0.005986396,0.004189278,0.002635138,0.2348089,0.06767236,0.5832167,0.03833605],"study_design_scores_gemma":[0.001485149,0.0002610558,0.006096914,0.00004338161,0.00007569091,0.000006917013,0.0009905462,0.0004117381,0.006392056,0.00008097219,0.9838117,0.0003439054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3001887,0.00002073684,0.001022112,0.001947249,0.002911752,0.001183174,0.00002199351,0.0001661599,0.6925381],"genre_scores_gemma":[0.678164,0.00007736069,0.0001899812,0.00007813,0.00100522,7.935672e-7,0.00001138777,0.00001884125,0.3204543],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.400595,"threshold_uncertainty_score":0.9999918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537483269164834,"score_gpt":0.239819321581164,"score_spread":0.2244444888895157,"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."}}