{"id":"W4409899466","doi":"10.1242/jeb.250602","title":"ECR Spotlight – Brynne Duffy","year":2025,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Bat Biology and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.005629681,0.000643569,0.0006372131,0.0008785814,0.002359744,0.003447826,0.0009993479,0.002592068,0.1054964],"category_scores_gemma":[0.01295483,0.0004387108,0.0003460399,0.0005905807,0.001136776,0.002405705,0.002586831,0.00487433,0.04270347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003277366,"about_ca_system_score_gemma":0.004931034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008139332,"about_ca_topic_score_gemma":0.01720712,"domain_scores_codex":[0.9955723,0.0007140398,0.0001359122,0.0008764996,0.002223972,0.0004771942],"domain_scores_gemma":[0.9824106,0.001644026,0.0004999315,0.0005685563,0.007292234,0.007584727],"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":[0.00002901476,0.00001151089,0.00008296644,0.00002334594,0.000001349877,0.00007895088,0.00009388848,0.00001215353,0.0003521619,0.0005335097,0.990049,0.008732094],"study_design_scores_gemma":[0.000003995015,0.00001601791,0.0003264053,0.00003601396,5.388427e-7,0.0001425608,0.0001964709,0.00002187225,0.0001162664,0.0001283873,0.9990045,0.000006927028],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006679446,0.03594714,0.003549427,0.5314138,0.2302659,0.0002819569,0.002109694,0.001523792,0.1882288],"genre_scores_gemma":[0.0200016,0.006679571,0.002122269,0.08458491,0.01662387,0.0001869529,0.0007700444,0.00118973,0.8678411],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1054964,"threshold_uncertainty_score":0.3529207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01614884444038042,"score_gpt":0.2720383317899698,"score_spread":0.2558894873495894,"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."}}