{"id":"W7071973211","doi":"","title":"Understanding Shared Responsibility Holder's Perspectives on Invasive Alien Species Management in the MABR Using the Three Horizons Framework","year":2024,"lang":"en","type":"report","venue":"University Library (University of Saskatchewan)","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"","keywords":"Vulnerability (computing); Biodiversity; Alien; Traditional knowledge; Alien species; Introduced species; Indigenous; Corporate governance","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"],"consensus_categories":[],"category_scores_codex":[0.0009075874,0.0003676475,0.0004646095,0.0008682661,0.000800865,0.0004273437,0.003340587,0.0002867524,0.0001465324],"category_scores_gemma":[0.00005096473,0.0003254887,0.0003284982,0.001626337,0.00047846,0.002369033,0.001935617,0.000961592,0.00001750653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007276623,"about_ca_system_score_gemma":0.001296919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002436231,"about_ca_topic_score_gemma":0.0003119963,"domain_scores_codex":[0.9973024,0.0002564314,0.000300608,0.0006860017,0.0010762,0.0003783387],"domain_scores_gemma":[0.9973009,0.0007242729,0.000563258,0.001201581,0.0001284725,0.00008154602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001351517,0.0002506389,0.000631444,0.001603463,0.0005930241,0.001029029,0.7295203,0.0009652919,0.000005475982,0.2490155,0.01555242,0.0006983274],"study_design_scores_gemma":[0.0003147171,0.00007625849,0.0008011265,0.001674832,0.0001656739,0.00002341554,0.9326987,0.004866376,0.00001416478,0.05122472,0.007658936,0.000481034],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04184333,0.0004844392,0.707918,0.01062742,0.001016046,0.001651991,0.0002052861,0.000529523,0.235724],"genre_scores_gemma":[0.9326165,0.0007960948,0.0558123,0.0002481512,0.0001473773,2.370213e-7,0.00003991111,0.00003973458,0.01029972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8907732,"threshold_uncertainty_score":0.9999197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08034419024699058,"score_gpt":0.2406722811113715,"score_spread":0.1603280908643809,"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."}}