{"id":"W4387866205","doi":"10.1097/tp.0000000000004836","title":"Research Highlights","year":2023,"lang":"en","type":"article","venue":"Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004653089,0.001060141,0.0009510159,0.002390774,0.00235361,0.009010234,0.003368038,0.00488433,0.3985084],"category_scores_gemma":[0.01597344,0.0004308923,0.001210553,0.002431476,0.001089,0.004680236,0.004600846,0.004672264,0.2162585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003854792,"about_ca_system_score_gemma":0.01423574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003632556,"about_ca_topic_score_gemma":0.004163189,"domain_scores_codex":[0.9959021,0.0008665837,0.00029045,0.0008446236,0.001515563,0.0005806876],"domain_scores_gemma":[0.9900914,0.001327577,0.0004382404,0.0009619599,0.004232329,0.002948406],"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":[0.0001029865,0.00005135805,0.0005046549,0.0004905208,0.00001612507,0.000223597,0.0001155828,0.00007244443,0.000200006,0.01234405,0.8309298,0.1549489],"study_design_scores_gemma":[0.00001442339,0.0000228168,0.0003368191,0.0003677747,0.000007420376,0.0002326139,0.0001345102,0.00003641447,0.0001056197,0.003130737,0.9956042,0.000006763227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002159067,0.03497532,0.007140691,0.2014364,0.1206363,0.0009168877,0.01284677,0.00199268,0.6178958],"genre_scores_gemma":[0.02689776,0.05264525,0.01039967,0.08207248,0.04861396,0.001292425,0.01943522,0.001714938,0.7569283],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6014916,"threshold_uncertainty_score":0.8579547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1504491520709217,"score_gpt":0.4632472976209164,"score_spread":0.3127981455499947,"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."}}