{"id":"W7034512950","doi":"","title":"Using shore-based surveys to assess vessel traffic patterns in two migratory bird sanctuaries","year":2022,"lang":"en","type":"article","venue":"Western CEDAR (Western Washington University)","topic":"Software Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Harbour; Habitat; Overwintering; Automatic Identification System; Shoal; Baseline (sea)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004769151,0.0002987438,0.0001646596,0.0009291884,0.0004576046,0.0003405058,0.0002854243,0.0003072538,0.0005366049],"category_scores_gemma":[0.001386799,0.0002287779,0.0001707739,0.000574356,0.0003162297,0.0004685826,0.0005241742,0.0002413794,0.0001852242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004497099,"about_ca_system_score_gemma":0.0004071617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02141185,"about_ca_topic_score_gemma":0.08918896,"domain_scores_codex":[0.9995454,0.0001226389,0.00003693161,0.0001289265,0.00008750716,0.0000785858],"domain_scores_gemma":[0.99861,0.0001424678,0.0005272718,0.0000713594,0.0003610394,0.0002878385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006387576,0.00007184369,0.993082,0.00001079766,0.0000188458,0.00006196119,0.0005861427,0.00007331421,0.001855872,0.00001222767,0.0000639239,0.004099308],"study_design_scores_gemma":[0.000003750909,0.0002310765,0.9987124,0.000002824269,0.000005556336,0.00004911295,0.0004662341,0.0002700012,0.000115814,0.000005507131,0.0001344463,0.000003359944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999531,0.000009896808,0.0001548154,0.00000398721,0.000001597314,0.00001858503,0.00008913093,0.000002853604,0.0001882712],"genre_scores_gemma":[0.9971547,0.00003927029,0.001775838,0.00001665952,0.000005818212,0.0000561358,0.000680991,0.000003099613,0.0002675088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02141185,"threshold_uncertainty_score":0.04257441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.065069998999181,"score_gpt":0.2924780617785502,"score_spread":0.2274080627793692,"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."}}