{"id":"W4413410655","doi":"10.1242/jeb.251295","title":"ECR Spotlight – Areej Alansari","year":2025,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.005065516,0.0008064232,0.0006820523,0.001321093,0.001486913,0.003881892,0.00124285,0.002316621,0.2007072],"category_scores_gemma":[0.008803109,0.0003894423,0.0003408544,0.0008226411,0.0006599381,0.003178805,0.002998007,0.004160546,0.1126163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001382888,"about_ca_system_score_gemma":0.003196168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001172376,"about_ca_topic_score_gemma":0.001921052,"domain_scores_codex":[0.9969589,0.0003056183,0.0001087178,0.0005050103,0.001772371,0.0003494176],"domain_scores_gemma":[0.9869933,0.001193076,0.0005009831,0.0005706602,0.005617591,0.00512431],"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":[0.00005964478,0.00002539561,0.00009599068,0.00008052718,0.000002139187,0.0001387575,0.00007490741,0.00002912635,0.0007965595,0.001541217,0.9665577,0.03059812],"study_design_scores_gemma":[0.000003061818,0.00001281938,0.0002493755,0.00003599673,6.876353e-7,0.0001759933,0.00006822041,0.00002811206,0.0001723878,0.0001729736,0.9990745,0.000005785438],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.006712399,0.04886496,0.005390685,0.2404529,0.3017192,0.0003250825,0.003363419,0.003313817,0.3898575],"genre_scores_gemma":[0.01501746,0.008915796,0.00222321,0.02216077,0.02051575,0.0001610414,0.00130239,0.001505884,0.9281976],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2007072,"threshold_uncertainty_score":0.6714325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008507334967518043,"score_gpt":0.2388100705209936,"score_spread":0.2303027355534756,"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."}}