{"id":"W3161101306","doi":"10.3390/d13050211","title":"Advancing Amphibian Conservation through Citizen Science in Urban Municipalities","year":2021,"lang":"en","type":"article","venue":"Diversity","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Conservation Association; Toronto Zoo; Mount Royal University","funders":"Enbridge; Alberta Innovates; Calgary Foundation; Alberta Ecotrust Foundation","keywords":"Citizen science; Urbanization; Biodiversity; Environmental planning; Environmental resource management; Urban ecology; Urban ecosystem; Urban planning; Green infrastructure; Habitat; Ecology; Public participation; Geography; Political science; Biology; Environmental science","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":[0.008201858,0.0002389615,0.0002152948,0.001114837,0.005457949,0.004034181,0.001457518,0.0008830412,0.005208088],"category_scores_gemma":[0.009081706,0.0002540907,0.0003145477,0.001086273,0.002718568,0.002021877,0.006406989,0.001318739,0.0005198358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00990285,"about_ca_system_score_gemma":0.04425455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1992916,"about_ca_topic_score_gemma":0.5197461,"domain_scores_codex":[0.9958846,0.0022819,0.00007511624,0.000255611,0.0005963396,0.0009063416],"domain_scores_gemma":[0.9921664,0.002237115,0.0005396135,0.0006949074,0.00181254,0.002549403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001981058,0.001849845,0.1947541,0.0006765735,0.0000816321,0.0009421868,0.09322702,0.003278742,0.00497561,0.01544305,0.04349178,0.6410813],"study_design_scores_gemma":[0.0001820007,0.0009180762,0.2326656,0.001463672,0.00008988326,0.0002182265,0.2647986,0.00728452,0.003605035,0.02541613,0.4632587,0.00009962224],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7948,0.001025737,0.02167912,0.04745408,0.0002089331,0.002829571,0.0006046505,0.0006677534,0.1307301],"genre_scores_gemma":[0.9547844,0.001057851,0.03262826,0.002478986,0.00004893014,0.001063339,0.0002798668,0.00004619893,0.007612218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1992916,"threshold_uncertainty_score":0.3962632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01873659653925669,"score_gpt":0.2358553773564655,"score_spread":0.2171187808172088,"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."}}