{"id":"W4411906330","doi":"10.1242/jeb.250822","title":"ECR Spotlight – Patrícia Ferreira","year":2025,"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":"","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":[0.008617995,0.0008806977,0.0007732323,0.001479292,0.003034197,0.005160737,0.001499669,0.003156704,0.03911254],"category_scores_gemma":[0.03118276,0.000450346,0.0004540763,0.0008414376,0.002047472,0.003839006,0.002869679,0.005779995,0.02120074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004002992,"about_ca_system_score_gemma":0.005566408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005079569,"about_ca_topic_score_gemma":0.005588947,"domain_scores_codex":[0.9933616,0.001581691,0.0001893743,0.001381795,0.002776436,0.0007090881],"domain_scores_gemma":[0.9767378,0.003658957,0.001027962,0.0009408349,0.01107417,0.006560321],"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":[0.00002803216,0.00001402158,0.00008828619,0.00005052632,0.000002353106,0.0001142619,0.0004750295,0.00003528208,0.0003363023,0.002862398,0.980949,0.01504444],"study_design_scores_gemma":[0.000003716571,0.00001158465,0.0002381609,0.00007142456,0.000001037571,0.0002430651,0.0003982069,0.0000615167,0.0001713955,0.0006497608,0.9981397,0.00001034402],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002810657,0.02960336,0.003294017,0.8092883,0.09092561,0.0001100855,0.0004451768,0.001250597,0.06227224],"genre_scores_gemma":[0.06766885,0.01616032,0.005925587,0.2892676,0.03781769,0.0003922702,0.0005430087,0.002423136,0.5798015],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03911254,"threshold_uncertainty_score":0.1308445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01600130389518147,"score_gpt":0.2834800303970966,"score_spread":0.2674787265019151,"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."}}