{"id":"W4384627327","doi":"10.1111/ctr.15075","title":"A geographic information system dashboard for heart transplantation","year":2023,"lang":"en","type":"letter","venue":"Clinical Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trillium Therapeutics (Canada); Trillium Health Centre; London Health Sciences Centre; Western University","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Library science; Transplantation; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001692931,0.000607963,0.001403914,0.0007495192,0.0002548035,0.0001191386,0.0002208139,0.001959473,0.00002587468],"category_scores_gemma":[0.0001320106,0.0005571187,0.00130815,0.00049663,0.0001690072,0.0004902673,0.000005040797,0.001715189,0.0003360852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008748539,"about_ca_system_score_gemma":0.0002603761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004295401,"about_ca_topic_score_gemma":0.00001543327,"domain_scores_codex":[0.9949901,0.0004317677,0.002349699,0.0007438777,0.0008319885,0.0006526342],"domain_scores_gemma":[0.9955899,0.002741735,0.000538843,0.0005177392,0.0004046194,0.0002071353],"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":[0.01403388,0.0003067842,0.05337975,0.1778309,0.00312249,0.002844769,0.003994695,0.0001691133,0.0002251761,0.001383402,0.7231387,0.01957035],"study_design_scores_gemma":[0.02535928,0.002646714,0.2472406,0.008237512,0.01503598,0.002089239,0.000408621,0.001950895,0.0005165518,0.0004704631,0.6937548,0.002289319],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01800995,0.0001710936,0.4021356,0.5360752,0.01367954,0.01193543,0.01139897,0.004209981,0.002384165],"genre_scores_gemma":[0.0112836,0.006481105,0.07846424,0.7619594,0.01434264,0.002188005,0.123112,0.0005219277,0.001647076],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3236714,"threshold_uncertainty_score":0.999688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09434560470428305,"score_gpt":0.4023106400495882,"score_spread":0.3079650353453051,"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."}}