{"id":"W4413500534","doi":"10.1097/mat.0000000000002541","title":"ASAIO 2025 Annual Conference Summary","year":2025,"lang":"en","type":"article","venue":"ASAIO Journal","topic":"Earthquake and Disaster Impact Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stollery Children's Hospital","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006420584,0.0001067044,0.0001771104,0.000117244,0.001182336,0.0002836031,0.0003060865,0.00007764414,0.0006188263],"category_scores_gemma":[0.0004151516,0.00009296183,0.00009922734,0.0002869351,0.0002509339,0.0004271028,0.00007571824,0.0003058609,0.0001208031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006748473,"about_ca_system_score_gemma":0.0006910379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004067673,"about_ca_topic_score_gemma":0.001179628,"domain_scores_codex":[0.9987024,0.0001846008,0.0002319323,0.0001272597,0.0003430438,0.0004107553],"domain_scores_gemma":[0.9991848,0.0001577246,0.00008588139,0.0001097656,0.0002907798,0.000170981],"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":[0.00006430005,0.0001375228,0.09252607,0.00001454196,0.0001888525,0.00007299214,0.05890585,0.000005983458,0.00006564116,0.0573862,0.6726512,0.1179808],"study_design_scores_gemma":[0.0005253592,0.00006570985,0.06820142,0.0001375682,0.00004066287,0.000008187756,0.0494694,0.000001883298,0.00004010973,0.01845888,0.8628631,0.0001877145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1605898,0.002053855,0.001008902,0.0112978,0.001692293,0.00008762923,0.00001279812,0.00006141771,0.8231955],"genre_scores_gemma":[0.9190139,0.0009706743,0.0001281247,0.001735849,0.0005268876,0.000002626588,0.000001175587,0.000004680618,0.07761612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.758424,"threshold_uncertainty_score":0.9093695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03048948541758463,"score_gpt":0.3531028580275242,"score_spread":0.3226133726099396,"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."}}