{"id":"W4394576355","doi":"10.1515/iss-2024-2005","title":"Abstracts DGKCH","year":2024,"lang":"en","type":"article","venue":"Innovative Surgical Sciences","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science","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":[0.0003930885,0.00009215197,0.0001478205,0.0001385686,0.0001322988,0.00006673807,0.00006195467,0.00002846297,0.0005924038],"category_scores_gemma":[0.0001350874,0.0000580789,0.00004939878,0.002505042,0.0006806946,0.0001412086,0.00005834656,0.0001406418,0.0004371061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003234692,"about_ca_system_score_gemma":0.0002029188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002402981,"about_ca_topic_score_gemma":0.000004207997,"domain_scores_codex":[0.99887,0.00001501291,0.0001895831,0.0002903976,0.0003970559,0.0002380027],"domain_scores_gemma":[0.9994593,0.0002176426,0.00001136255,0.00006794781,0.0001594038,0.00008438154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002689238,0.0005609595,0.08144438,0.0004337918,0.0003974554,0.009863248,0.001722425,0.000004777091,0.004926271,0.160205,0.02647596,0.7136968],"study_design_scores_gemma":[0.0006402124,0.0007424275,0.2586161,0.0004655368,0.00004347001,0.0004711073,0.0008112863,0.0007059596,0.003540319,0.007629677,0.7259394,0.0003944676],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7277817,0.001591431,0.000004426896,0.00319328,0.000256248,0.0001097691,0.00000678224,0.0001236056,0.2669328],"genre_scores_gemma":[0.9975718,0.00002028363,0.0001467268,0.0001933984,0.0001977623,0.00001071243,0.000001789928,0.000004632447,0.001852947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7133023,"threshold_uncertainty_score":0.6486406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04967529858714318,"score_gpt":0.3763143104075098,"score_spread":0.3266390118203666,"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."}}