{"id":"W7104260246","doi":"10.58079/153ln","title":"2025 CAS (Casualty Actuarial Science) Canada Connection","year":2025,"lang":"","type":"article","venue":"OpenEdition (OpenEdition)","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Connection (principal bundle); Actuarial Analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001171928,0.0007985359,0.0007486212,0.002325664,0.002810947,0.004976026,0.001332772,0.002600808,0.7360696],"category_scores_gemma":[0.005934939,0.0005540628,0.0006807746,0.001413358,0.00107281,0.0008814382,0.001712667,0.002281064,0.3538038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01260625,"about_ca_system_score_gemma":0.04336912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5294139,"about_ca_topic_score_gemma":0.6600168,"domain_scores_codex":[0.9983913,0.0000634377,0.00004532465,0.0002284771,0.0009967677,0.0002746156],"domain_scores_gemma":[0.9927314,0.0004108334,0.0002273616,0.0003460326,0.004389383,0.001895076],"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":[0.00004720277,0.00002767196,0.0006624477,0.00004042819,0.00000782609,0.00006776635,0.00001391158,0.0002217881,0.0001435666,0.0080515,0.9316117,0.05910429],"study_design_scores_gemma":[0.00001127824,0.00000845067,0.0009748639,0.00003439248,0.000002875961,0.00004466003,0.00002440029,0.0005458245,0.0001019325,0.001669277,0.9965748,0.000007328226],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001084459,0.0009637946,0.001891984,0.01512027,0.008725676,0.0001309957,0.01272037,0.001373748,0.9579887],"genre_scores_gemma":[0.003432062,0.0002677897,0.0004977552,0.0008254358,0.0003259247,0.00001405148,0.00143437,0.0001479723,0.9930547],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7360696,"threshold_uncertainty_score":0.9467149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03284099740235834,"score_gpt":0.328063628008552,"score_spread":0.2952226306061937,"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."}}