{"id":"W4408658616","doi":"10.2139/ssrn.5184589","title":"The Zebrafish Model of Age-Associated Changes in Olfaction: Insights of Nonlinearity","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Zebrafish; Olfaction; Nonlinear system; Biology; Neuroscience; Psychology; Physics; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0004672922,0.0006321387,0.0005804299,0.0004769612,0.0001878546,0.0005421731,0.001052125,0.0008676333,0.003448364],"category_scores_gemma":[0.001990208,0.0002539261,0.000662651,0.0002996261,0.000698933,0.001308449,0.0008111139,0.0008510817,0.0003870495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005579699,"about_ca_system_score_gemma":0.000875446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008578938,"about_ca_topic_score_gemma":0.007284752,"domain_scores_codex":[0.9998472,0.00003339156,0.000006337798,0.00003880306,0.00003010112,0.00004416652],"domain_scores_gemma":[0.9994815,0.0001688557,0.0001438085,0.00006211877,0.00006294687,0.00008088475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004961586,0.0001767924,0.016422,0.0003298749,0.0001800116,0.001588062,0.0004372957,0.4380354,0.1637379,0.3510258,0.00370943,0.02386126],"study_design_scores_gemma":[0.00004852633,0.000209652,0.01421074,0.00003031631,0.00008347068,0.0004339586,0.00009865536,0.9082564,0.002952616,0.07202324,0.001583001,0.00006935826],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7192197,0.0007885048,0.2488635,0.002768447,0.0001247034,0.0000512869,0.001547771,0.0003169021,0.02631927],"genre_scores_gemma":[0.9691592,0.0004638752,0.006876291,0.0001100186,0.00003628237,0.0000614022,0.0001341434,0.00005935871,0.02309944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008578938,"threshold_uncertainty_score":0.01705796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01418806615507521,"score_gpt":0.2351553933636327,"score_spread":0.2209673272085575,"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."}}