{"id":"W7048923153","doi":"","title":"Monitoring beluga whales from space: estimating abundance and evaluating social structure using VHR satellite imagery","year":2024,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Beluga Whale; Beluga; Arctic; Whale; Satellite imagery; Abundance (ecology); Satellite; Population","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005837036,0.0003074788,0.0002229869,0.00134192,0.0003750969,0.0004153938,0.0003076392,0.0002236617,0.0005089442],"category_scores_gemma":[0.001308299,0.0002107442,0.0001966805,0.000494466,0.0002623028,0.0005723084,0.0004451412,0.0001609583,0.0001338991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002545558,"about_ca_system_score_gemma":0.0001746147,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02660926,"about_ca_topic_score_gemma":0.07777707,"domain_scores_codex":[0.9997368,0.00007022966,0.00001687886,0.00007071652,0.00006999083,0.00003527781],"domain_scores_gemma":[0.9993493,0.0001404789,0.0002236653,0.00004204318,0.0001547496,0.00008986473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004637009,0.00004610234,0.9660819,0.0000425774,0.00006770946,0.00007511385,0.0009605933,0.0009093189,0.01031673,0.00003700526,0.0001301116,0.02128639],"study_design_scores_gemma":[0.000002804269,0.00007726411,0.9935388,0.00001106078,0.00003046626,0.00006716377,0.0007458148,0.004495266,0.0007668979,0.00002581356,0.0002318948,0.000006761567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979329,0.00007264097,0.001522652,0.00001249631,0.000002173385,0.00001572688,0.000115591,0.00001715957,0.0003086831],"genre_scores_gemma":[0.9946029,0.0000990606,0.00476861,0.00001219137,0.0000066948,0.00002743719,0.0003209967,0.000003885465,0.0001584168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9733908,"threshold_uncertainty_score":0.05290878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500118645871048,"score_gpt":0.2857526011579553,"score_spread":0.2607514146992448,"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."}}