{"id":"W7111891736","doi":"","title":"Μελέτη των ναυτικών ατυχημάτων με χρήση στατιστικών τεχνικών και μηχανικής μάθησης","year":2025,"lang":"el","type":"dissertation","venue":"Dione (University of Piraeus)","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Product (mathematics); Data collection","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003130171,0.001140856,0.002935073,0.003346519,0.002186337,0.0003001533,0.004742499,0.001479587,0.005729918],"category_scores_gemma":[0.001268528,0.001303781,0.002651088,0.006101222,0.000629921,0.001331595,0.0008897574,0.001345672,0.003379588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004057712,"about_ca_system_score_gemma":0.001540208,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007081977,"about_ca_topic_score_gemma":0.01233388,"domain_scores_codex":[0.9896047,0.0009254467,0.001704393,0.002544477,0.003979529,0.001241491],"domain_scores_gemma":[0.990393,0.00151378,0.002368182,0.002673467,0.002374248,0.000677268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003052672,0.003060864,0.0130828,0.001167395,0.005352681,0.0007461823,0.03965457,0.003089923,0.00224225,0.01815942,0.1105275,0.7998638],"study_design_scores_gemma":[0.008628391,0.001149349,0.2277093,0.002534375,0.008404599,0.00002373049,0.2724531,0.01372479,0.0007047626,0.01847206,0.4409602,0.005235326],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.72155,0.01166224,0.05764847,0.01475225,0.007931652,0.002963563,0.002860679,0.0006043504,0.1800268],"genre_scores_gemma":[0.6758559,0.01341307,0.005448662,0.0003800424,0.0003453191,0.000003596961,0.001955858,0.00009946548,0.302498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7946284,"threshold_uncertainty_score":0.9998167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04488852202498372,"score_gpt":0.3017933531407718,"score_spread":0.256904831115788,"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."}}