{"id":"W4415776337","doi":"10.1101/2025.07.15.664942","title":"Characterizing behavioral and physiological changes in threespine stickleback ( <i>Gasterosteus aculeatus</i> ) with changing thermal regimes in the Canadian Pacific west coast","year":2025,"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":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stickleback; Acclimatization; Gasterosteus; Ecosystem; Climate change; Fish <Actinopterygii>; West coast; Energy expenditure; Thermoregulation","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001062879,0.0002417923,0.0001930555,0.0004559727,0.0008638308,0.0003190162,0.0002094523,0.0002427695,0.0009409658],"category_scores_gemma":[0.0001588887,0.0001448227,0.0002565323,0.0003248283,0.0004613243,0.000127178,0.0002516154,0.0003421042,0.0001178193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002243037,"about_ca_system_score_gemma":0.001257756,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5948734,"about_ca_topic_score_gemma":0.8832899,"domain_scores_codex":[0.9999204,0.000002995245,0.000003796784,0.00002422046,0.0000257483,0.00002289564],"domain_scores_gemma":[0.9997672,0.000006766062,0.00005737468,0.000007529043,0.0000732157,0.00008794083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007624993,0.0002138128,0.7359326,0.0001168238,0.0001108861,0.0001808855,0.00151826,0.0002408778,0.2508529,0.00003356276,0.0007110578,0.009325773],"study_design_scores_gemma":[0.000001040879,0.00006052693,0.9989223,0.000002042893,0.000004480493,0.000008407818,0.0002404678,0.00002711469,0.0006249272,0.000001982772,0.0001043948,0.00000233682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994298,0.00004354856,0.00004151587,0.00001523134,0.000002462868,0.00001056221,0.0002110432,0.00000325574,0.0002425178],"genre_scores_gemma":[0.9980198,0.00008529134,0.0002680663,0.00006760052,0.000001574017,0.00003098737,0.0005241483,0.000002612345,0.0009998621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4051266,"threshold_uncertainty_score":0.8150249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02207623409406789,"score_gpt":0.215730763724619,"score_spread":0.1936545296305511,"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."}}