{"id":"W4409888885","doi":"10.1139/facets-2023-0183","title":"Developing socio-ecological indicators for changing Northern Coastal environments","year":2025,"lang":"en","type":"article","venue":"FACETS","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Dalhousie University; University of Victoria; Memorial University of Newfoundland","funders":"Fisheries and Oceans Canada; Canada First Research Excellence Fund","keywords":"Geography; Ecology; Environmental resource management; Environmental science; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004937701,0.0001156991,0.0002304355,0.0001273304,0.005023662,0.000003152942,0.0001267063,0.0002305985,0.0001762831],"category_scores_gemma":[0.0001146482,0.0001001036,0.00005388894,0.0001338756,0.0000470506,0.00002265412,0.0004118916,0.0002307044,0.0002902499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004802394,"about_ca_system_score_gemma":0.0002838644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000652551,"about_ca_topic_score_gemma":0.004801728,"domain_scores_codex":[0.998184,0.00008446958,0.0002677219,0.0002170833,0.00006823757,0.001178536],"domain_scores_gemma":[0.9994534,0.000273109,0.0001061226,0.0001032508,0.00002446368,0.00003963122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005046753,0.0001121652,0.9349798,0.0002201011,0.0001977206,0.000004717404,0.04345688,0.00001549382,0.00009831091,0.01044467,0.005613965,0.004805714],"study_design_scores_gemma":[0.001742434,0.0001444452,0.3691242,0.00007416672,0.00004230061,4.793446e-7,0.08245146,0.00004550758,0.00007177312,0.001628103,0.5443735,0.000301602],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756245,0.00008123567,0.0102366,0.00398944,0.001264204,0.001545069,0.00004510059,0.00006369421,0.00715014],"genre_scores_gemma":[0.9876738,0.0000418044,0.0007150274,0.003272249,0.0001265279,0.0006795165,0.00004043285,0.0000138787,0.007436724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5658556,"threshold_uncertainty_score":0.9962717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04179962744556821,"score_gpt":0.377596182261256,"score_spread":0.3357965548156878,"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."}}