{"id":"W4387457257","doi":"10.1242/jeb.246777","title":"ECR Spotlight – Ian Bouyoucos","year":2023,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Variety (cybernetics); Diversity (politics); Selection (genetic algorithm); Environmental ethics; Experimental biology; Biology; Ecology; Library science; Zoology; Anthropology; Sociology; Computer science; Philosophy; Computational biology; 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":[0.007279495,0.0008025117,0.0007459568,0.001105335,0.002386108,0.004992021,0.001271936,0.003736758,0.06359021],"category_scores_gemma":[0.01498859,0.0004359525,0.0003811721,0.0007749496,0.001427113,0.003682905,0.003213356,0.006655939,0.03712998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002691532,"about_ca_system_score_gemma":0.005179946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004279344,"about_ca_topic_score_gemma":0.007719223,"domain_scores_codex":[0.9953531,0.0007406886,0.0001475684,0.0007670358,0.002462255,0.0005293736],"domain_scores_gemma":[0.9759368,0.001822051,0.0006435312,0.0005434718,0.01110624,0.00994793],"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":[0.00003013352,0.00001055578,0.00008620027,0.0000258358,0.000001363724,0.00007424949,0.0001021042,0.00002085662,0.000247485,0.0009963239,0.9897021,0.00870276],"study_design_scores_gemma":[0.000003479341,0.00001329539,0.0001758829,0.00003716592,6.389701e-7,0.0001423528,0.0001896754,0.00003046172,0.00009269526,0.0002547165,0.9990513,0.00000822794],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003239949,0.03590577,0.002785588,0.5678656,0.2777056,0.0001455779,0.0006788534,0.001154174,0.1105188],"genre_scores_gemma":[0.02000381,0.01129255,0.002822924,0.167841,0.0412783,0.0001977003,0.000598131,0.001580282,0.7543854],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06359021,"threshold_uncertainty_score":0.2127304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02390066130054506,"score_gpt":0.2842443601764283,"score_spread":0.2603436988758832,"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."}}