{"id":"W6910440745","doi":"10.48336/y1jg-8c67","title":"Person overboard incidents on cruise ships: how detection technology is transforming passenger safety at sea","year":2025,"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":"Cruise; Crew; Maritime safety; Timeline; Marine safety; Event (particle physics)","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":[0.001229808,0.000452602,0.000136088,0.0006287342,0.001621614,0.005914917,0.0006429064,0.001728104,0.003559785],"category_scores_gemma":[0.004457647,0.0002437966,0.0003185381,0.0005810747,0.002632579,0.006341925,0.002230729,0.001393649,0.001267612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001176537,"about_ca_system_score_gemma":0.001193422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007896413,"about_ca_topic_score_gemma":0.01055299,"domain_scores_codex":[0.9988704,0.0004952386,0.000034195,0.000120893,0.0003049465,0.0001743177],"domain_scores_gemma":[0.9984007,0.0007285083,0.0001619819,0.0001477419,0.0004253146,0.0001356506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005928362,0.0004708102,0.0536871,0.001581579,0.000089976,0.003322978,0.08374935,0.006926788,0.02280249,0.1282199,0.06362992,0.6349263],"study_design_scores_gemma":[0.00003028675,0.0009178853,0.02893758,0.001561991,0.0001037573,0.003574036,0.1347901,0.009789931,0.01578666,0.03368951,0.7705958,0.0002224402],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.555145,0.01586307,0.05901279,0.05136089,0.003414888,0.0001485364,0.0003049039,0.0009078525,0.313842],"genre_scores_gemma":[0.9379907,0.01812893,0.01859308,0.002778945,0.0003367361,0.00004559079,0.000188894,0.000223932,0.0217133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007896413,"threshold_uncertainty_score":0.01570094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01897905148811461,"score_gpt":0.2379414865328121,"score_spread":0.2189624350446975,"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."}}