{"id":"W6969152517","doi":"10.5445/ir/1000167638","title":"NephroCAGE—German-Canadian Consortium on AI for Improved Kidney Transplantation Outcome: Protocol for an Algorithm Development and Validation Study","year":2023,"lang":"en","type":"article","venue":"KITopen","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Pooling; Software; Transplantation; Kidney transplantation; Outcome (game theory)","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":[],"consensus_categories":[],"category_scores_codex":[0.06869611,0.002588335,0.003066439,0.003543056,0.00396145,0.005516056,0.005390549,0.004020458,0.0786384],"category_scores_gemma":[0.1012945,0.001743222,0.004391365,0.004162023,0.002616226,0.001987421,0.003481614,0.004987281,0.01785486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01952219,"about_ca_system_score_gemma":0.066851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04688389,"about_ca_topic_score_gemma":0.06323305,"domain_scores_codex":[0.9691728,0.01654345,0.004591164,0.002520435,0.005323485,0.001848663],"domain_scores_gemma":[0.9161395,0.01771621,0.007795391,0.01435169,0.03976841,0.004228821],"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":[0.06526791,0.00455419,0.006728997,0.03430947,0.003363919,0.0005947037,0.001529786,0.01387184,0.003777032,0.0237324,0.6225754,0.2196944],"study_design_scores_gemma":[0.0660589,0.00506032,0.01804254,0.04318762,0.002388734,0.0004184113,0.0007496753,0.005583584,0.004847564,0.01218787,0.8410203,0.0004544528],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004402859,0.002725518,0.02613097,0.0025062,0.001146962,0.8885602,0.05566695,0.0007735593,0.01808678],"genre_scores_gemma":[0.004206477,0.0007252716,0.01874662,0.001056349,0.0001132456,0.9587306,0.01390072,0.0001354134,0.002385276],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0786384,"threshold_uncertainty_score":0.3633041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1204867036391427,"score_gpt":0.4848994639911119,"score_spread":0.3644127603519692,"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."}}