{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006555626,0.0009573975,0.0008337128,0.001672538,0.008384176,0.006927108,0.001049006,0.00280016,0.1110942],"category_scores_gemma":[0.03615142,0.0005972016,0.0003456466,0.00096988,0.002927043,0.005634402,0.005636077,0.007414032,0.05005289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005508767,"about_ca_system_score_gemma":0.007347096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003801421,"about_ca_topic_score_gemma":0.004127508,"domain_scores_codex":[0.99062,0.004102467,0.0003662313,0.001346448,0.002608129,0.0009567273],"domain_scores_gemma":[0.9691408,0.005774962,0.002012186,0.001523648,0.01087211,0.01067634],"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":[0.00007492983,0.00006973726,0.0007411033,0.0001906675,0.000009004765,0.0009960459,0.02199612,0.00003368796,0.00131339,0.004600388,0.9419701,0.02800475],"study_design_scores_gemma":[0.000006298383,0.0000178818,0.0003484377,0.0001495475,0.00000187872,0.0005911278,0.01774751,0.00003867695,0.0002132245,0.0008010234,0.9800574,0.00002715133],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03855661,0.01839734,0.01043972,0.6810031,0.06669378,0.0009186534,0.003190327,0.002709065,0.1780915],"genre_scores_gemma":[0.2100794,0.004116763,0.005740955,0.2345502,0.005387475,0.001384619,0.0005603943,0.00140709,0.5367731],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8889058,"threshold_uncertainty_score":0.3716471,"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."}}