{"id":"W4404688859","doi":"10.1109/oceans55160.2024","title":"OCEANS 2024 - Halifax","year":2024,"lang":"en","type":"paratext","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005702676,0.001471702,0.0006381828,0.001015535,0.001190963,0.004207343,0.0009333996,0.001659084,0.6378034],"category_scores_gemma":[0.0009648219,0.0003138917,0.0003986455,0.001034031,0.0004583249,0.001292449,0.001952891,0.001386937,0.3920152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002314423,"about_ca_system_score_gemma":0.002264224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06720651,"about_ca_topic_score_gemma":0.08005377,"domain_scores_codex":[0.9997391,0.00003120328,0.000009832003,0.00003507088,0.0001156933,0.00006912288],"domain_scores_gemma":[0.9995645,0.00006403211,0.00002687552,0.00004367848,0.0001552162,0.0001456314],"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":[0.0001591716,0.00001771165,0.00009365275,0.00008348289,0.000003723713,0.00003370602,0.00001561878,0.0003614727,0.000196915,0.002907771,0.9709784,0.02514826],"study_design_scores_gemma":[0.00003417396,0.00001475855,0.000438811,0.00004787542,0.000001546382,0.000007436296,0.00001929145,0.000258576,0.0001539793,0.001190385,0.9978287,0.000004473027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001029585,0.0008808876,0.000787912,0.001910268,0.002251008,0.0001151656,0.05003046,0.002251437,0.9407433],"genre_scores_gemma":[0.002914393,0.0002935209,0.0003938663,0.0003995426,0.0001727588,0.00008986206,0.01461792,0.001046498,0.9800715],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9327935,"threshold_uncertainty_score":0.5166295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006365645071103534,"score_gpt":0.2139394902712571,"score_spread":0.2075738452001536,"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."}}