{"id":"W4403854377","doi":"10.1101/2024.10.25.620354","title":"Characterizing the impacts of exotic species on the morphology of solitary threespine stickleback ( <i>Gasterosteus aculeatus</i> ) populations in southwestern British Columbia","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Nature Conservancy of Canada","funders":"","keywords":"Gasterosteus; Stickleback; Morphology (biology); Bathymetry; Biology; Geography; Ecology; Fishery; Fish <Actinopterygii>; Zoology; Cartography","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":[0.0001916806,0.0001615646,0.0001217691,0.0006699233,0.0007596351,0.0004861101,0.0002870122,0.000173248,0.0009817034],"category_scores_gemma":[0.0004376088,0.0001198117,0.0001215397,0.0006241954,0.0003835795,0.0001461643,0.0003753393,0.0002251141,0.0001137627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001758352,"about_ca_system_score_gemma":0.0007538814,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5777469,"about_ca_topic_score_gemma":0.8796095,"domain_scores_codex":[0.9998722,0.00001390845,0.000008263873,0.00002921879,0.00003518403,0.00004121684],"domain_scores_gemma":[0.9993232,0.00004221066,0.0002120473,0.00002849092,0.0001857273,0.0002083491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004458067,0.00001399252,0.9945023,0.000005719827,0.00001355725,0.00008084227,0.0003581934,0.00002690306,0.002420988,0.000006925943,0.00008873225,0.002437413],"study_design_scores_gemma":[2.925688e-7,0.000005409467,0.9996734,0.000001169117,0.000001567866,0.00001550251,0.0002167764,0.00001537615,0.00003120165,8.349356e-7,0.00003807366,6.072519e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997355,0.00002245391,0.000008199724,0.000005651137,5.077401e-7,0.000001492532,0.00007044382,7.359033e-7,0.0001549793],"genre_scores_gemma":[0.9994992,0.00003304291,0.00003919376,0.00001016804,6.176761e-7,0.000003306656,0.0001453097,6.748689e-7,0.0002684847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4222531,"threshold_uncertainty_score":0.8494797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02982481413903753,"score_gpt":0.2087306062227929,"score_spread":0.1789057920837553,"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."}}