{"id":"W4323921270","doi":"10.1126/sciadv.add8125","title":"Fishing through the cracks: The unregulated nature of global squid fisheries","year":2023,"lang":"en","type":"article","venue":"Science Advances","topic":"Cephalopods and Marine Biology","field":"Agricultural and Biological Sciences","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Fishing; Scrutiny; Fishery; Squid; Business; Biology; Political science","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":[0.0004675723,0.00009066323,0.000105029,0.000003554143,0.0006799308,0.00007702361,0.000961963,0.00005607282,0.00007952093],"category_scores_gemma":[0.0002650574,0.00002109119,0.00005553197,0.002086957,0.001456949,0.0004815492,0.0002930154,0.0001191135,0.00001242705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001593812,"about_ca_system_score_gemma":0.00002305159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003548006,"about_ca_topic_score_gemma":0.002357541,"domain_scores_codex":[0.9989486,0.00004381033,0.0001445612,0.0002569697,0.0002874917,0.0003186207],"domain_scores_gemma":[0.9994331,0.0002529704,0.0000936665,0.0001008927,0.00009199281,0.00002738056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007619941,0.00006463769,0.111792,0.00001684166,0.00002010797,0.000007436186,0.0008379684,0.0001668797,0.2666575,0.02507094,0.01140893,0.5838805],"study_design_scores_gemma":[0.0000462977,0.0001413512,0.6768997,0.00001172336,0.000005137347,0.000008206839,0.002418051,0.00003448464,0.004601675,0.03001352,0.2857052,0.0001146758],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703137,0.0007066811,0.000001250474,0.02444229,0.0005182701,0.0001220976,0.00002748888,0.00006723162,0.003801006],"genre_scores_gemma":[0.9988607,0.0001366109,0.00004153895,0.0005723268,0.0001359471,0.000007575313,0.00000812935,3.214884e-7,0.0002368356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5837659,"threshold_uncertainty_score":0.5368188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0131768993131183,"score_gpt":0.2701960472730947,"score_spread":0.2570191479599764,"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."}}