{"id":"W4415790909","doi":"10.1242/jeb.251613","title":"ECR Spotlight – Keoni Chong","year":2025,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Christian ministry; Diversity (politics); Variety (cybernetics); Selection (genetic algorithm); Population; Fish <Actinopterygii>","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":[0.004805023,0.0006349037,0.0004449677,0.0007824755,0.001964201,0.002880984,0.000990984,0.002201426,0.2260649],"category_scores_gemma":[0.008650923,0.0004261522,0.0002500403,0.0006325524,0.0008671391,0.002481198,0.002724273,0.003299134,0.06792367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003132534,"about_ca_system_score_gemma":0.005370489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004447146,"about_ca_topic_score_gemma":0.01167194,"domain_scores_codex":[0.9970015,0.0004216079,0.00009935273,0.0005976742,0.001497531,0.0003823096],"domain_scores_gemma":[0.9841733,0.001190777,0.0003641668,0.0006436582,0.006300534,0.007327521],"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":[0.00005700324,0.00002672865,0.0001588381,0.00004536584,0.000001307596,0.0002034896,0.0001604989,0.00001808727,0.0008571464,0.0007294494,0.9803023,0.01743971],"study_design_scores_gemma":[0.000005004773,0.00002392556,0.0006726077,0.00002980473,4.720687e-7,0.0001936781,0.0002735134,0.00003775879,0.0001942736,0.0001432213,0.998418,0.000007797647],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02188053,0.02149444,0.005142332,0.3266513,0.1637359,0.0007527945,0.004915155,0.002933335,0.4524942],"genre_scores_gemma":[0.01874137,0.002230564,0.001232781,0.0237122,0.003746852,0.000194775,0.0006211365,0.0008625563,0.9486578],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2260649,"threshold_uncertainty_score":0.7562625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007335829286242076,"score_gpt":0.2665508302341175,"score_spread":0.2592150009478754,"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."}}