{"id":"W4200058308","doi":"10.1111/evo.14416","title":"In Memoriam: Barry Sinervo 1961–2021","year":2021,"lang":"en","type":"article","venue":"Evolution","topic":"Animal Behavior and Reproduction","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wife; Sorrow; Art history; Sociology; Biology; History; Law; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001022147,0.0000538299,0.00006799539,0.000006485577,0.00006970468,0.00001421787,0.00004249143,0.00006088301,0.001249451],"category_scores_gemma":[0.00004023189,0.00002181306,0.00004127606,0.0003395624,0.00001672471,0.0001279321,0.00002603932,0.00007433285,0.0001229448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005453609,"about_ca_system_score_gemma":0.000009387446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003588526,"about_ca_topic_score_gemma":0.0007008084,"domain_scores_codex":[0.9993984,0.00004699062,0.0001028397,0.0002256572,0.0001010552,0.0001251357],"domain_scores_gemma":[0.9998501,0.0000125473,0.00002135241,0.00003788657,0.00004867079,0.00002947323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001152923,0.00008996429,0.02773648,0.000001816217,0.000001338198,0.00001873163,0.00002662602,0.000007677446,0.959354,0.000500305,0.003809962,0.008441516],"study_design_scores_gemma":[0.00007479153,0.0000468165,0.9534823,0.000008119842,0.000005050048,0.00002295464,0.0002514179,0.0000274188,0.009346574,0.0006571763,0.03598207,0.00009536731],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943409,0.0004164288,0.000007383168,0.002910582,0.001015961,0.00005118542,0.000003597808,0.00002039072,0.001233582],"genre_scores_gemma":[0.996238,0.00002437961,0.00004325341,0.00004375063,0.001371792,0.00000529615,0.00003097619,3.383994e-7,0.002242237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9500075,"threshold_uncertainty_score":0.9996635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478673887271356,"score_gpt":0.2216030450081106,"score_spread":0.2068163061353971,"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."}}