{"id":"W4392553089","doi":"10.1242/jeb.247491","title":"ECR Spotlight – Kristina Muise","year":2024,"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":"University of Winnipeg","funders":"","keywords":"Diversity (politics); Eptesicus fuscus; Variety (cybernetics); Psychology; Zoology; Biology; Sociology; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006567046,0.0007635182,0.0006391588,0.001016636,0.003098096,0.003801824,0.001417799,0.002526232,0.07827429],"category_scores_gemma":[0.01920876,0.0005588018,0.0003027531,0.0005769985,0.001622348,0.00340622,0.0032877,0.005484261,0.03398436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003122042,"about_ca_system_score_gemma":0.006055343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005784125,"about_ca_topic_score_gemma":0.01109236,"domain_scores_codex":[0.9948356,0.001043517,0.0001607424,0.0009361586,0.002476183,0.0005478177],"domain_scores_gemma":[0.9807778,0.002193419,0.0008340896,0.000731726,0.007370723,0.00809223],"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":[0.00005754728,0.00001933523,0.0001136936,0.00006063614,0.000002275153,0.000138687,0.0004942989,0.00002780483,0.0005804317,0.001338677,0.9820514,0.01511536],"study_design_scores_gemma":[0.000003826386,0.00001776268,0.0003258841,0.00009121485,9.552635e-7,0.0002544512,0.0005875306,0.0000287447,0.0001681074,0.0003228695,0.9981869,0.00001163844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.008433661,0.05656471,0.003436164,0.6391323,0.1336074,0.0002003354,0.001366496,0.001662937,0.155596],"genre_scores_gemma":[0.04506131,0.01601412,0.003313712,0.108429,0.01627788,0.0002790506,0.0006363097,0.001769398,0.8082192],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.07827429,"threshold_uncertainty_score":0.2618536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02215168062102223,"score_gpt":0.2771069595359114,"score_spread":0.2549552789148892,"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."}}