{"id":"W4400364758","doi":"10.1242/jeb.248137","title":"ECR Spotlight – Claire Bottini","year":2024,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Selection (genetic algorithm); Diversity (politics); Songbird; Library science; Biology; Ecology; Sociology; Computer science; Anthropology","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":[0.005905067,0.0008515879,0.0006306995,0.001121154,0.002790726,0.003774115,0.001120428,0.00309588,0.1003461],"category_scores_gemma":[0.01399075,0.0004522561,0.0003689781,0.0005939552,0.001154984,0.003263897,0.002480043,0.004813954,0.04800997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002642693,"about_ca_system_score_gemma":0.003334122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004514567,"about_ca_topic_score_gemma":0.008907557,"domain_scores_codex":[0.9960031,0.0007166931,0.0001283088,0.0008628985,0.001914853,0.0003742072],"domain_scores_gemma":[0.9817218,0.001904025,0.0006514254,0.0006876186,0.007805201,0.007229978],"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":[0.00003804401,0.0000140551,0.00008710503,0.00002669661,0.000001300995,0.00007373329,0.0001099663,0.00001614108,0.0003642511,0.0008206073,0.9865119,0.01193617],"study_design_scores_gemma":[0.000004375333,0.00001588535,0.0002816059,0.00003730325,5.946258e-7,0.0001909494,0.0001781631,0.00003810072,0.0001380224,0.0002215227,0.998886,0.000007374779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004930829,0.04501545,0.003896957,0.5996523,0.181893,0.0002233891,0.001469119,0.001834076,0.1610848],"genre_scores_gemma":[0.02535275,0.008441194,0.002792089,0.08843643,0.02084879,0.000229783,0.000654561,0.001382343,0.8518621],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1003461,"threshold_uncertainty_score":0.3356913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01252853762431079,"score_gpt":0.293729802504257,"score_spread":0.2812012648799462,"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."}}