{"id":"W7084384322","doi":"10.5281/zenodo.17253649","title":"BernhardtLab/comp-temp: comp-temp","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002381258,0.003387413,0.001743665,0.002775881,0.001621785,0.005967732,0.004991557,0.002908608,0.5836282],"category_scores_gemma":[0.005032225,0.00172222,0.001357586,0.003473855,0.001060851,0.004318807,0.003829039,0.003203959,0.7359256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001377845,"about_ca_system_score_gemma":0.001453554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002995484,"about_ca_topic_score_gemma":0.002193407,"domain_scores_codex":[0.9975745,0.0003427398,0.0001576538,0.0005433495,0.001010562,0.0003711939],"domain_scores_gemma":[0.9946817,0.0007385908,0.0002752542,0.00212819,0.001099631,0.001076659],"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":[0.0005403388,0.00007941289,0.0004173261,0.0003948527,0.00002590027,0.0001067645,0.00008754316,0.0007649918,0.003217514,0.008854037,0.940639,0.04487239],"study_design_scores_gemma":[0.0001373414,0.00005263999,0.0004663069,0.00007073548,0.00001160372,0.0001741332,0.00003399728,0.002079034,0.00781868,0.004853118,0.9842263,0.00007623409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.002942916,0.0009500937,0.0639896,0.001303593,0.001449806,0.0003939777,0.1480421,0.4027305,0.3781975],"genre_scores_gemma":[0.02536387,0.0008339019,0.03250897,0.001073135,0.0006366629,0.0006402131,0.3788978,0.2620063,0.2980391],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4163718,"threshold_uncertainty_score":0.5939038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02442932366295821,"score_gpt":0.2695854044372017,"score_spread":0.2451560807742436,"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."}}