{"id":"W4367307373","doi":"10.1097/txd.0000000000001481","title":"Establishing Guidelines for Organ Donation Systems","year":2023,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Organ donation; Medicine; Declaration; Donation; Variety (cybernetics); Health care; Transplantation; Legislature; Public relations; Healthcare system; Bioethics; Political science; Law; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.1186127,0.001411222,0.00163626,0.006340364,0.005346125,0.01298881,0.009976197,0.02430444,0.009027298],"category_scores_gemma":[0.2036445,0.001774185,0.003067727,0.005001537,0.007719093,0.01117646,0.009128565,0.02549698,0.00941046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01103543,"about_ca_system_score_gemma":0.06864732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01179747,"about_ca_topic_score_gemma":0.01783856,"domain_scores_codex":[0.8616422,0.05719248,0.03457399,0.003741264,0.03774521,0.005104918],"domain_scores_gemma":[0.6995528,0.1080633,0.01287961,0.01368768,0.1548893,0.01092736],"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":[0.00002415676,0.0001705825,0.0008685602,0.001621762,0.00002273295,0.0003994655,0.004264716,0.000823219,0.000702392,0.09845187,0.8097544,0.08289617],"study_design_scores_gemma":[0.0000279621,0.00003442248,0.0006226978,0.002935813,0.00001712746,0.0001951303,0.001128091,0.0003237502,0.000315909,0.0160183,0.9783254,0.00005543855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002980648,0.02687303,0.1103393,0.6170677,0.07639528,0.00695101,0.00192501,0.001559781,0.1559082],"genre_scores_gemma":[0.03626318,0.03417152,0.5118941,0.2799562,0.01705285,0.01095598,0.006896549,0.001429108,0.1013806],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1186127,"threshold_uncertainty_score":0.6272916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08196134299419773,"score_gpt":0.3511683539651286,"score_spread":0.2692070109709309,"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."}}