{"id":"W6969574345","doi":"10.5683/sp3/lcog2g","title":"Replication Data for: No Data? No worries! How image generation can alleviate image scarcity in wildlife surveys: a case study with muskox (Ovibos moschatus)","year":2025,"lang":"en","type":"dataset","venue":"Borealis","topic":"Regional Economics and Spatial Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Python (programming language); Scripting language; Image (mathematics); Annotation; Scarcity; Aerial image; Wildlife","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003964772,0.0005664413,0.001354038,0.0006482181,0.000271238,0.0007449781,0.002295,0.0002937183,0.00004368541],"category_scores_gemma":[0.001273618,0.0006046859,0.000130955,0.0004519332,0.0001147262,0.0009940937,0.001021198,0.0003881802,0.0000145373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003058037,"about_ca_system_score_gemma":0.0003060105,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5976695,"about_ca_topic_score_gemma":0.7806935,"domain_scores_codex":[0.9952068,0.0001910335,0.001286643,0.002724385,0.0001167972,0.0004743233],"domain_scores_gemma":[0.9887905,0.0001656205,0.001325224,0.009238953,0.0003147097,0.0001650464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006005013,0.0003380533,0.002588322,0.0001237971,0.0004059769,0.0001538701,0.00003851726,0.00003523278,5.805958e-7,0.0001458442,0.9958326,0.0002771094],"study_design_scores_gemma":[0.00119804,0.0001842271,0.001408818,0.00003878602,0.0001846307,0.00002277544,0.0001044165,0.04994243,4.065483e-7,0.00009306427,0.9460791,0.0007433132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001191103,0.0001811179,0.002703628,0.00195265,0.0001972209,0.001686695,0.9919037,0.0000242254,0.0001596128],"genre_scores_gemma":[0.001321526,0.001496117,0.001581649,0.0004834105,0.0005727494,0.0003939504,0.9938291,0.0000452576,0.0002762627],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.183024,"threshold_uncertainty_score":0.9996405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08673160627305321,"score_gpt":0.2872958102859158,"score_spread":0.2005642040128626,"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."}}