{"id":"W6894427574","doi":"10.5683/sp3/svexus","title":"World Register of Marine Species Underwater Sonifery Data Repository","year":2024,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Victoria; Simon Fraser University","funders":"","keywords":"Underwater; Register (sociolinguistics); Citizen science; Marine species; Environmental data; Marine research","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006211242,0.0006767775,0.0009391995,0.00087344,0.00007008309,0.0002922151,0.002911776,0.0003419532,0.0007364748],"category_scores_gemma":[0.00010049,0.0005743849,0.0002144186,0.0005039638,0.0004677868,0.0002896466,0.004708454,0.0008061223,0.002536308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002668879,"about_ca_system_score_gemma":0.0002906215,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08242861,"about_ca_topic_score_gemma":0.2400022,"domain_scores_codex":[0.9958942,0.0001829749,0.001047133,0.001318644,0.001014776,0.0005422893],"domain_scores_gemma":[0.990408,0.0001351949,0.0005861063,0.008574245,0.00013455,0.0001618732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001052953,0.0001110241,0.00004284103,0.001086304,0.0004868236,0.000921204,0.00001953308,0.000001130192,0.0000500795,0.00006037728,0.9970777,0.00003767382],"study_design_scores_gemma":[0.0002012797,0.00003168758,0.0007322693,0.0005870696,0.0009077556,0.0001059784,0.00002592801,0.000008435774,0.0002317813,0.0002190206,0.9963659,0.0005828688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000001242337,0.0003893257,0.000001047175,0.0001811391,0.0007074623,0.0003165482,0.9531765,0.0001725891,0.04505413],"genre_scores_gemma":[0.000002859391,0.0001737246,0.0001615034,0.0001259245,0.001638934,0.00002472071,0.960026,0.0002250772,0.03762122],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1575735,"threshold_uncertainty_score":0.9996707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06082272489581434,"score_gpt":0.2912404409428589,"score_spread":0.2304177160470446,"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."}}