{"id":"W4405883637","doi":"10.1242/bio.061821","title":"First person – Latasha Ludwig","year":2024,"lang":"en","type":"article","venue":"Biology Open","topic":"Veterinary Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003380989,0.00008552087,0.0002143013,0.00008625719,0.0000766251,0.00003718499,0.0002973572,0.0001624758,0.002757223],"category_scores_gemma":[0.00007898137,0.0000634598,0.00004582007,0.0001397695,0.0001675859,0.00006956264,0.0003042562,0.0002400554,0.002477489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000059608,"about_ca_system_score_gemma":0.0001965069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001509458,"about_ca_topic_score_gemma":0.00004333244,"domain_scores_codex":[0.9992261,0.00006111312,0.0000920546,0.0003161694,0.00004875782,0.0002558275],"domain_scores_gemma":[0.9995112,0.0001114121,0.000009576941,0.0002486993,0.00002504482,0.00009409818],"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":[0.001685326,0.0004213153,0.1443307,0.0006599828,0.0008953708,0.006660279,0.001295278,9.218077e-7,0.07858322,0.01724842,0.6964449,0.05177426],"study_design_scores_gemma":[0.0006320514,0.0017294,0.03011165,0.00008728937,0.00003067459,0.002014549,0.00007957369,0.0003177139,0.00009152447,0.0001611778,0.964653,0.00009145891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.684367,0.004947679,0.0001275747,0.07100877,0.001373526,0.001937332,0.00009610593,0.0003013662,0.2358407],"genre_scores_gemma":[0.9508042,0.0001146804,0.002084309,0.0009939494,0.0003428291,0.0001302223,0.0001247244,0.00002536132,0.04537966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.268208,"threshold_uncertainty_score":0.9982992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.183047510279785,"score_gpt":0.4639217352085722,"score_spread":0.2808742249287872,"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."}}