{"id":"W4386326617","doi":"10.1111/acv.12903","title":"Demographic evidence that development is not compatible with sustainability in semi‐urban freshwater turtles","year":2023,"lang":"en","type":"article","venue":"Animal Conservation","topic":"Turtle Biology and Conservation","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; Manitoba Beekeepers' Association; University of Ottawa; Trent University","funders":"","keywords":"Turtle (robot); Population; Geography; Population viability analysis; Wildlife; Population decline; Sustainability; Context (archaeology); Fencing; Habitat; Population growth; Ecology; Endangered species; Biology; Demography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004894926,0.0001366431,0.000125288,0.00008493037,0.0001573325,0.00002705454,0.0001558947,0.00009518585,0.0002813231],"category_scores_gemma":[0.00008073208,0.0001138642,0.00002281838,0.0007192988,0.0001796504,0.0004486759,0.00009596006,0.0001213268,0.0001769663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001700373,"about_ca_system_score_gemma":0.00006441829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001291149,"about_ca_topic_score_gemma":0.009536041,"domain_scores_codex":[0.9988219,0.00009656821,0.0002151029,0.0003589722,0.0002297563,0.0002777558],"domain_scores_gemma":[0.9994887,0.0001511744,0.0001034934,0.0001789363,0.00003472082,0.00004299557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001959663,0.00002210103,0.9898381,0.00001863438,0.000005724568,0.000007067114,0.001018781,0.00003936496,0.004881069,0.00008350029,0.003182851,0.0007068577],"study_design_scores_gemma":[0.0001985938,0.00008860044,0.9812665,0.00004197413,0.000005324674,0.000001832345,0.0002715935,0.001452257,0.008674549,0.0004182866,0.007417557,0.0001629177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923132,0.00002081252,0.0001042706,0.007026286,0.00002622995,0.0003083528,0.000003459565,0.00009276401,0.0001046134],"genre_scores_gemma":[0.9973415,0.00001198756,0.0004183588,0.001601271,0.000009435161,0.00007393881,0.00003609412,0.000008537633,0.0004988476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008571569,"threshold_uncertainty_score":0.5321335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04145988836658616,"score_gpt":0.2532805463443602,"score_spread":0.2118206579777741,"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."}}