{"id":"W6931638587","doi":"10.5281/zenodo.7410159","title":"Diving through the darkness; Species information is vital for effective marine conservation [Senckenberg Policy Brief - Appeal to Montreal]","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Convention on Biological Diversity; Biodiversity; Threatened species; Marine biodiversity; Marine conservation; Ecosystem; Marine ecosystem; Global biodiversity; Extinction (optical mineralogy)","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":[],"consensus_categories":[],"category_scores_codex":[0.006960618,0.001113207,0.0006323821,0.001167086,0.01243176,0.01222293,0.005108022,0.03198965,0.1088387],"category_scores_gemma":[0.01812577,0.001499594,0.0009170696,0.001376386,0.005685478,0.007965506,0.005309744,0.01587466,0.02726464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02149839,"about_ca_system_score_gemma":0.07522164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.702893,"about_ca_topic_score_gemma":0.842279,"domain_scores_codex":[0.994499,0.0008567803,0.0002109074,0.0006769922,0.001809812,0.001946487],"domain_scores_gemma":[0.9873583,0.003168073,0.0005911693,0.0005337648,0.003492717,0.004855989],"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":[0.00001072307,0.00001109668,0.00018728,0.00004730008,0.000002740458,0.00008080463,0.000117488,0.00002469717,0.0001193221,0.006840981,0.986839,0.005718503],"study_design_scores_gemma":[0.00001224868,0.000009633122,0.001244757,0.0001135519,0.000003749873,0.00002812091,0.0002732309,0.00003760107,0.00005684272,0.001125552,0.9970645,0.00003002127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001035034,0.004868952,0.0004044288,0.7970903,0.01258112,0.0002654746,0.001204189,0.0003364639,0.182214],"genre_scores_gemma":[0.006602989,0.001980643,0.0007445142,0.5582042,0.001451647,0.000221702,0.0003392462,0.0001245705,0.4303305],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.702893,"threshold_uncertainty_score":0.5977134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01345933507948865,"score_gpt":0.21875915179129,"score_spread":0.2052998167118013,"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."}}