{"id":"W4412194386","doi":"10.5194/safend2025-174","title":"The Next Generation Network of IGSC - building a platform for the next generation of safety case professionals ","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nutrition Society","funders":"","keywords":"First generation; Computer science; Business; Engineering; Medicine","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":[0.02147758,0.0004840165,0.0002290009,0.001944595,0.005609239,0.006689957,0.002810784,0.004418938,0.05544846],"category_scores_gemma":[0.02360138,0.000410951,0.0004891786,0.001240603,0.003248668,0.009141997,0.02595074,0.004138647,0.01716038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005723958,"about_ca_system_score_gemma":0.01957433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005341862,"about_ca_topic_score_gemma":0.008300045,"domain_scores_codex":[0.9890082,0.005994439,0.0002429891,0.0009239194,0.00203795,0.001792514],"domain_scores_gemma":[0.9690191,0.004811442,0.000886079,0.002665841,0.006218194,0.01639929],"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":[0.000228895,0.000398554,0.005128006,0.0002825986,0.00001369366,0.0008638014,0.01656475,0.001204261,0.00172695,0.1635935,0.6178927,0.1921023],"study_design_scores_gemma":[0.00002246544,0.00008049505,0.000866681,0.0002274655,0.000004298466,0.0002104814,0.005509333,0.00100916,0.0003120566,0.02075115,0.9709817,0.00002467226],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05945626,0.002137148,0.1117711,0.1907737,0.009213957,0.00268244,0.001873556,0.004060318,0.6180316],"genre_scores_gemma":[0.3059342,0.002259278,0.1563837,0.03411293,0.00209542,0.004763161,0.0069655,0.002035317,0.4854504],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05544846,"threshold_uncertainty_score":0.1854936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3667802964335279,"score_gpt":0.4365302044860094,"score_spread":0.06974990805248155,"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."}}