{"id":"W4413990823","doi":"10.1242/bio.062208","title":"First person – Nazeefa Nashrah","year":2025,"lang":"en","type":"article","venue":"Biology Open","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology","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":[0.007123462,0.0007555349,0.001117182,0.001126172,0.007573821,0.005264976,0.0009364635,0.003109561,0.1667309],"category_scores_gemma":[0.04496075,0.0005669519,0.0002392065,0.00074521,0.002176723,0.005271503,0.004002486,0.006326946,0.07062546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004384676,"about_ca_system_score_gemma":0.007258911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005162375,"about_ca_topic_score_gemma":0.005652506,"domain_scores_codex":[0.993207,0.002574425,0.000288014,0.001069353,0.002231117,0.0006299263],"domain_scores_gemma":[0.9669712,0.005624447,0.0018445,0.001441525,0.01392262,0.0101958],"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":[0.00005093385,0.00005539404,0.0003740876,0.0001404109,0.000003707971,0.0005202853,0.006626004,0.00002003341,0.0006887122,0.0026194,0.9643249,0.02457629],"study_design_scores_gemma":[0.000007088132,0.00001307589,0.0003533058,0.000121918,8.842223e-7,0.0004235901,0.008744045,0.00003782557,0.0001156749,0.0005622505,0.9896054,0.00001493125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02042643,0.01609601,0.006737976,0.6504318,0.1120016,0.0009706763,0.003015902,0.001301716,0.189018],"genre_scores_gemma":[0.1272577,0.004628344,0.003740648,0.1823244,0.007500395,0.001684765,0.0003913022,0.0009972112,0.6714751],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1667309,"threshold_uncertainty_score":0.5577705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03310803706443753,"score_gpt":0.2792021447058736,"score_spread":0.246094107641436,"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."}}