{"id":"W4403216781","doi":"10.1017/s0025315424000821","title":"Identifying humpback whale calving grounds: ensemble modelling and spatial analysis of critical habitat in Bahía de Banderas, Mexico","year":2024,"lang":"en","type":"article","venue":"Journal of the Marine Biological Association of the United Kingdom","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Habitat; Geography; Ice calving; Humpback whale; Critical habitat; Fishery; Whale; Ecology; Endangered species; Biology","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":[0.000478435,0.0003110716,0.0003189648,0.0006756696,0.0002555316,0.0007138039,0.0004741189,0.000312301,0.0004327825],"category_scores_gemma":[0.0009944239,0.0001730646,0.000540199,0.000340463,0.0001604439,0.0003269746,0.0004340155,0.0002047354,0.00004276264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005557832,"about_ca_system_score_gemma":0.0004837877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1796701,"about_ca_topic_score_gemma":0.1524964,"domain_scores_codex":[0.9999183,0.00001897767,0.000004751359,0.00003264532,0.000005481475,0.00001975267],"domain_scores_gemma":[0.9998026,0.0000863254,0.00004220111,0.00001771961,0.00003136491,0.00001979213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001146709,0.00007571148,0.7417858,0.00002812876,0.0002855821,0.0001016852,0.0001540984,0.2366338,0.0008581115,0.0003388874,0.0005902708,0.01903329],"study_design_scores_gemma":[0.000009258367,0.00001872801,0.16433,0.00001419706,0.00005070905,0.00001675154,0.0002705738,0.8347175,0.00008905685,0.0001970628,0.0002796093,0.000006648346],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964067,0.0001305091,0.002931937,0.00008296121,0.000005326749,0.000004352436,0.0002242171,0.00003119471,0.0001828338],"genre_scores_gemma":[0.9982142,0.00007146627,0.001257035,0.000008010627,0.000005776467,0.000005545149,0.0003193319,0.00000301254,0.000115517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1796701,"threshold_uncertainty_score":0.3572486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05025260237096531,"score_gpt":0.2871066781070617,"score_spread":0.2368540757360964,"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."}}