{"id":"W7007708745","doi":"","title":"Amphibians under stress: life history, density dependence, and differences in vulnerability","year":2013,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Simon Fraser University; Ministry of Environment; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Fulbright Canada","keywords":"Amphibian; Vulnerability (computing); Stressor; Climate change; Habitat; Population; Vulnerability assessment; Empirical research; Conceptual framework; Habitat destruction","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002879254,0.0001383341,0.0001313027,0.0003173402,0.0002025286,0.0005049519,0.0001431835,0.0001570696,0.002114567],"category_scores_gemma":[0.0009008839,0.00008151163,0.0001262537,0.0002626039,0.0003669331,0.0005392815,0.0003714844,0.0003509127,0.0001318413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000296574,"about_ca_system_score_gemma":0.000163294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001943031,"about_ca_topic_score_gemma":0.004867355,"domain_scores_codex":[0.9999485,0.00001210576,0.00000307588,0.00001294164,0.00001198702,0.00001136279],"domain_scores_gemma":[0.999693,0.0000792264,0.0001113575,0.00001588436,0.00003033308,0.00007024031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008256004,0.00009496821,0.9471643,0.00004805646,0.00005269998,0.0001226842,0.001205264,0.001940894,0.01111774,0.002352055,0.0004229136,0.03539583],"study_design_scores_gemma":[0.000001048866,0.00005079409,0.9966413,0.000009570094,0.000007723721,0.00009471937,0.0003931406,0.000872139,0.0003016308,0.001250659,0.0003730834,0.000004149619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971973,0.0002627683,0.000389404,0.0002133154,0.00000176775,0.000003735809,0.00006503066,0.000003743166,0.001862844],"genre_scores_gemma":[0.9988311,0.0003108358,0.0002612646,0.0000371222,0.000005999498,0.000004757441,0.00007503033,0.000001956739,0.0004719691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002114567,"threshold_uncertainty_score":0.007073939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01528137780307932,"score_gpt":0.200231462131359,"score_spread":0.1849500843282797,"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."}}