{"id":"W2195716475","doi":"10.1644/05-mamm-r-332r1.1","title":"Noninvasive Study of Mammalian Populations","year":2006,"lang":"en","type":"article","venue":"Journal of Mammalogy","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Biology; Zoology; Evolutionary biology; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002243892,0.00006574568,0.0001352869,0.0001146243,0.00004455935,0.00001037517,0.0001636689,0.00006353723,0.00004417223],"category_scores_gemma":[0.00006018687,0.00006113356,0.0000807244,0.00009423774,0.00004014643,0.000004474489,0.0000223158,0.00006285391,0.00000737406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007328446,"about_ca_system_score_gemma":0.00005026004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004039068,"about_ca_topic_score_gemma":0.0002120036,"domain_scores_codex":[0.9990549,0.00008413521,0.0005358755,0.0001003364,0.0001394354,0.00008532542],"domain_scores_gemma":[0.9989228,0.000007960021,0.000435026,0.0002081617,0.0003945873,0.00003141419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002025833,0.002144822,0.1014785,0.00002600027,0.0001458987,0.00002675358,0.0003090646,0.002111011,0.8643919,0.009761009,0.01859548,0.0008070255],"study_design_scores_gemma":[0.003412109,0.00273391,0.6275035,0.00001794502,0.0001758259,0.0006216622,0.002116744,0.00002743568,0.3264678,0.0007891653,0.03582286,0.0003109991],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969064,0.0001090258,0.001554526,0.0001858871,0.0003696716,0.00009222294,0.000004842544,0.000001862241,0.0007755419],"genre_scores_gemma":[0.9979024,0.000007058337,0.0005829165,0.00002462417,0.0002504322,0.000002463897,0.00002243128,0.000008881105,0.001198813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.537924,"threshold_uncertainty_score":0.2492954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02866022689146693,"score_gpt":0.2921336555365967,"score_spread":0.2634734286451298,"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."}}