{"id":"W2097298534","doi":"10.14430/arctic31","title":"Estimating the Number of Walruses in Svalbard from Aerial Surveys and Behavioural Data from Satellite Telemetry","year":2009,"lang":"en","type":"article","venue":"ARCTIC","topic":"Herpesvirus Infections and Treatments","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telemetry; Aerial survey; Overdispersion; Statistics; Geography; Environmental science; Physical geography; Count data; Mathematics; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030088,0.00008739794,0.00018793,0.00002460023,0.0000428244,0.00001620993,0.0000773055,0.00004267354,0.0002358813],"category_scores_gemma":[0.0001752736,0.00005886575,0.00002210419,0.000108051,0.00003961964,0.00009101757,0.00004967081,0.0001126414,0.00003220134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000250291,"about_ca_system_score_gemma":0.0000246194,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04380421,"about_ca_topic_score_gemma":0.00175526,"domain_scores_codex":[0.9992344,0.0001437675,0.0002065293,0.0001885669,0.000108965,0.000117744],"domain_scores_gemma":[0.9992182,0.000234252,0.00005358937,0.0004311679,0.0000209857,0.00004178242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001779549,0.000142461,0.9020838,0.000003348947,0.00004509743,0.00002014467,0.0001495605,0.000001100614,0.0001337379,0.000005380633,0.000008919178,0.09738866],"study_design_scores_gemma":[0.00103624,0.00003819559,0.9972347,0.00008488671,0.0001343248,0.0000129732,0.00003043317,0.0003972321,0.0002766629,0.0006017394,0.0001003904,0.00005219253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988829,0.0002094449,0.00005396992,0.0001634969,0.0001531878,0.0001345161,0.0001301527,0.00001429751,0.0002580613],"genre_scores_gemma":[0.9948759,0.00003566899,0.004632697,0.00008664051,0.00009693109,0.000002329714,0.0002443778,0.000007787173,0.00001768031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09733647,"threshold_uncertainty_score":0.9625632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06875216085668796,"score_gpt":0.3496597987017512,"score_spread":0.2809076378450633,"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."}}