{"id":"W3185067717","doi":"10.22541/au.160513367.73706234/v1","title":"Safeguarding marine life: conservation of biodiversity and ecosystems","year":2020,"lang":"en","type":"preprint","venue":"","topic":"International Maritime Law Issues","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Laskeek Bay Conservation Society; University of New Brunswick","funders":"","keywords":"Safeguarding; Biodiversity; Ecosystem; Environmental resource management; Biodiversity conservation; Marine biodiversity; Environmental planning; Business; Geography; Environmental science; Ecology; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001221106,0.0001043898,0.0001851677,0.00001888611,0.00003221627,0.00002363742,0.0001771699,0.00009052412,0.004576837],"category_scores_gemma":[0.00006868452,0.0001059656,0.00003911836,0.00004000662,0.00006959374,0.00007062616,0.002392674,0.000121933,0.0002121733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007824695,"about_ca_system_score_gemma":0.000009763383,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01903876,"about_ca_topic_score_gemma":0.0007214317,"domain_scores_codex":[0.9992093,0.00003191733,0.0001891772,0.0002665891,0.0002308617,0.00007209681],"domain_scores_gemma":[0.999621,0.00004485546,0.0001347285,0.0001232038,0.00001495156,0.00006120546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002960216,0.0000232396,0.9770401,0.0001737814,0.00006152732,0.000005695525,0.0001713899,0.0002240933,0.001417576,0.002764715,0.01761752,0.0004707276],"study_design_scores_gemma":[0.000684035,0.00009704407,0.9052215,0.0001391921,0.000109159,0.000008548807,0.000206748,0.03389801,0.007135401,0.01405537,0.03776477,0.0006802212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8959579,0.00001598883,0.0003043488,0.004293099,0.000207207,0.000260828,0.00007386756,0.00004689005,0.0988398],"genre_scores_gemma":[0.996371,0.00002627626,0.002560326,0.0004208334,0.00003100224,0.000003188321,0.00007519913,0.000003968491,0.0005082468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.100413,"threshold_uncertainty_score":0.9963331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01962362260484942,"score_gpt":0.2177177684046504,"score_spread":0.198094145799801,"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."}}