{"id":"W4382777448","doi":"10.1111/csp2.12972","title":"Bridging Indigenous and <scp>Western</scp> sciences: Decision points guiding aquatic research and monitoring in <scp>Inuit Nunangat</scp>","year":2023,"lang":"en","type":"article","venue":"Conservation Science and Practice","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Carleton University; Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada","keywords":"Bridging (networking); Indigenous; Holism; Context (archaeology); Sociology; Geography; Data science; Computer science; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.1089628,0.0004970938,0.0008845267,0.006427886,0.011134,0.01227815,0.003504369,0.002143842,0.001841253],"category_scores_gemma":[0.1025282,0.0006811643,0.0005971916,0.008650592,0.01154921,0.007530612,0.00868551,0.001995181,0.0001286825],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03666035,"about_ca_system_score_gemma":0.1103567,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3053181,"about_ca_topic_score_gemma":0.6323759,"domain_scores_codex":[0.9306718,0.05302576,0.006142984,0.002397644,0.004767464,0.002994366],"domain_scores_gemma":[0.8622484,0.1005432,0.01087684,0.00321106,0.01962821,0.003492404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001541006,0.00010713,0.06793633,0.03519779,0.0003984846,0.002730532,0.5855023,0.0009368454,0.005384925,0.06227524,0.005065497,0.2343108],"study_design_scores_gemma":[0.00003232151,0.0001405483,0.04182165,0.05318816,0.0004942841,0.0004776712,0.7889349,0.0008866963,0.002146858,0.019427,0.09234023,0.0001096393],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5800642,0.1920846,0.04741726,0.1108066,0.00106774,0.004706244,0.0008119147,0.0001272205,0.06291424],"genre_scores_gemma":[0.9329209,0.02085206,0.03935697,0.003326893,0.00004921006,0.001729942,0.0001273909,0.00002940727,0.001607402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.988866,"threshold_uncertainty_score":0.6070819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.327513389092164,"score_gpt":0.5093199132531512,"score_spread":0.1818065241609871,"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."}}