{"id":"W3158728959","doi":"10.1073/pnas.2100341118","title":"AIS-based profiling of fishing vessels falls short as a “proof of concept” for identifying forced labor at sea","year":2021,"lang":"en","type":"letter","venue":"Proceedings of the National Academy of Sciences","topic":"Archaeology and ancient environmental studies","field":"Earth and Planetary Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of British Columbia; Dalhousie University","funders":"Nippon Foundation","keywords":"Mesolithic; Holocene; Fishing; Glacial period; Geography; Archaeology; Fishery; Oceanography; Geology; Physical geography; Paleontology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001081802,0.0001786479,0.0004360449,0.0001442264,0.0003561224,0.00001111879,0.0009005534,0.0002638857,0.000100367],"category_scores_gemma":[0.00050916,0.0001268262,0.000200753,0.0004427596,0.00242624,0.000314337,0.0001569743,0.0003576243,4.668501e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001612772,"about_ca_system_score_gemma":0.00007029604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003262669,"about_ca_topic_score_gemma":0.0000019777,"domain_scores_codex":[0.9973695,0.00001712841,0.0005700327,0.0004012117,0.001364566,0.0002776115],"domain_scores_gemma":[0.9983099,0.0005876395,0.0008409612,0.00001567567,0.0002189822,0.00002691613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001825676,0.00008767802,0.8708856,0.004422043,0.0003710981,4.674823e-7,0.00231108,0.007387314,0.07264085,0.001313416,0.03849447,0.001903436],"study_design_scores_gemma":[0.0002568345,0.0001775663,0.05525677,0.000649482,0.00007554225,0.000006022428,0.0005165364,0.002349776,0.9308366,0.007889329,0.001762036,0.0002235186],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9490019,0.001604528,0.00001449175,0.04605357,0.00009692974,0.0006970944,0.0009574796,0.000008127334,0.001565901],"genre_scores_gemma":[0.9848122,0.00003222481,0.002745677,0.01187528,0.0001793103,0.00001004748,0.00002918552,0.000004493303,0.0003115828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8581957,"threshold_uncertainty_score":0.8939584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06109480075926855,"score_gpt":0.2910468497830664,"score_spread":0.2299520490237978,"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."}}