{"id":"W4405056467","doi":"10.1101/2024.11.30.626187","title":"Intraspecific differences in alkaline tolerance in brook stickleback ( <i>Culaea inconstans</i> ) inhabiting neutral and alkaline lakes","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geoscience BC; Athabasca University; Université de Moncton; Saint John Regional Hospital; University of Alberta; University of New Brunswick","funders":"","keywords":"Stickleback; Intraspecific competition; Biology; Ecology; Zoology; Fish <Actinopterygii>; Fishery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00009685811,0.0002020281,0.0002490361,0.0007610785,0.0004202868,0.0004444619,0.0001898669,0.0002500067,0.001033137],"category_scores_gemma":[0.0001395171,0.0001766114,0.0001466583,0.0002873416,0.0003084474,0.0001638742,0.0003703156,0.0002279366,0.0001461938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005885782,"about_ca_system_score_gemma":0.0002565535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0293065,"about_ca_topic_score_gemma":0.07067224,"domain_scores_codex":[0.9998883,0.000005886911,0.000006915333,0.00004588228,0.00002389696,0.00002919642],"domain_scores_gemma":[0.9998088,0.00001434083,0.00005946991,0.000007599694,0.00004456359,0.00006522011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005853599,0.00007145474,0.2345659,0.00005383101,0.00005718926,0.0001565425,0.0007762247,0.00008528214,0.7605158,0.0000472812,0.00006757448,0.003017501],"study_design_scores_gemma":[0.000004488918,0.0001549501,0.9954939,0.000002479248,0.00001075454,0.00004922457,0.0003928153,0.00005564623,0.003660894,0.000008422913,0.0001625313,0.000003829676],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996141,0.00004177635,0.00003090888,0.000003870741,0.00000114928,0.000004004867,0.00008661785,0.00000216691,0.0002153207],"genre_scores_gemma":[0.9986573,0.00004359187,0.0001385206,0.00002423162,0.000001721972,0.00001327565,0.0003320084,0.000002483059,0.0007868971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0293065,"threshold_uncertainty_score":0.05827183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331107930525837,"score_gpt":0.2035402342710197,"score_spread":0.1902291549657613,"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."}}