{"id":"W7084055390","doi":"10.64628/aam.ku7xfe5dg","title":"Humanity depends on the ocean — Here is what we need to prioritize for immediate ocean science research","year":2025,"lang":"en","type":"article","venue":"","topic":"Botanical Studies and Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Humanity; Ocean science; Indian ocean; Government (linguistics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01844269,0.001273197,0.002931829,0.001745855,0.006279551,0.01542567,0.002620681,0.008482207,0.02623694],"category_scores_gemma":[0.02682543,0.0005167169,0.001178328,0.002016029,0.02007259,0.02217808,0.0145094,0.01413137,0.005509548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004900287,"about_ca_system_score_gemma":0.04267497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02997241,"about_ca_topic_score_gemma":0.04800761,"domain_scores_codex":[0.9932153,0.002611127,0.0003694615,0.000664374,0.001496489,0.001643359],"domain_scores_gemma":[0.9224892,0.03584663,0.003382565,0.003145344,0.01518051,0.01995583],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006453433,0.0003770175,0.016623,0.00701085,0.000398053,0.0009387429,0.005676143,0.000821231,0.003464984,0.1262204,0.3813489,0.4564752],"study_design_scores_gemma":[0.00004301414,0.000164726,0.009408006,0.004369914,0.0001569247,0.0003346491,0.02453966,0.0001958383,0.0008490331,0.1419761,0.8177315,0.0002306905],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003964512,0.09989705,0.004652329,0.8593975,0.01426086,0.00007013915,0.0003303708,0.0002212313,0.01720613],"genre_scores_gemma":[0.2400024,0.2701662,0.03406039,0.4033303,0.02722747,0.0003019648,0.0008472043,0.0005114548,0.02355256],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9815573,"threshold_uncertainty_score":0.09753543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020187319825344,"score_gpt":0.3582913224011947,"score_spread":0.2562725904186602,"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."}}