{"id":"W4400019618","doi":"10.1002/ece3.11633","title":"Online toolkits for collaborative and inclusive global research in urban evolutionary ecology","year":2024,"lang":"en","type":"article","venue":"Ecology and Evolution","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; University of Toronto","funders":"National Science Foundation","keywords":"Evolutionary ecology; Ecology; Outreach; Urban ecology; Ecology and Evolutionary Biology; Field (mathematics); Functional ecology; Data science; Biology; Urbanization; Computer science; Host (biology); Political science","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":[0.02600093,0.001811035,0.001971054,0.009459906,0.002103613,0.006216801,0.006675571,0.002609852,0.1099517],"category_scores_gemma":[0.08412034,0.002081212,0.003376415,0.01024461,0.002177264,0.0126895,0.02329508,0.00387882,0.05850044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001957298,"about_ca_system_score_gemma":0.005753031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003338336,"about_ca_topic_score_gemma":0.007536145,"domain_scores_codex":[0.9847353,0.007610608,0.002182354,0.001739109,0.002807204,0.0009254185],"domain_scores_gemma":[0.8606663,0.07206319,0.005041148,0.04476164,0.008392884,0.009074976],"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":[0.001143807,0.0006021953,0.005789221,0.007417535,0.0004322201,0.0008994737,0.006889569,0.006085874,0.004452586,0.0609497,0.6222982,0.2830395],"study_design_scores_gemma":[0.0003984963,0.0001070888,0.005261607,0.001480379,0.0001174938,0.0003320985,0.001282013,0.007560621,0.002794538,0.1345809,0.8457435,0.0003412453],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.006990429,0.001572061,0.4973136,0.004960148,0.001601585,0.003044668,0.1582797,0.2744088,0.05182886],"genre_scores_gemma":[0.031718,0.001634329,0.712221,0.001705053,0.0006136984,0.01375785,0.1678949,0.04610039,0.02435485],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1099517,"threshold_uncertainty_score":0.3678253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677502312909501,"score_gpt":0.304875046828573,"score_spread":0.288100023699478,"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."}}