{"id":"W2177498522","doi":"10.1139/er-2015-0041","title":"Trends and key elements in community-based monitoring: a systematic review of the literature with an emphasis on Arctic and Subarctic regions","year":2015,"lang":"en","type":"review","venue":"Environmental Reviews","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"Forskningsrådet om Hälsa, Arbetsliv och Välfärd; Trent University; University of Otago","keywords":"Subarctic climate; Arctic; Circumpolar star; Indigenous; Geography; Grey literature; Resource (disambiguation); The arctic; Environmental resource management; Environmental planning; Environmental science; Ecology; Computer science; Political science; Oceanography; Geology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003527869,0.0004930702,0.003350209,0.0001555458,0.001115194,0.000008473877,0.0003441395,0.000236889,0.00001878662],"category_scores_gemma":[0.0001995481,0.0002535513,0.0002063942,0.0003715537,0.000152073,0.00005481358,0.0002533911,0.001463087,0.00002244877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007651521,"about_ca_system_score_gemma":0.0001126204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008971595,"about_ca_topic_score_gemma":0.0003601989,"domain_scores_codex":[0.9899505,0.007404259,0.001566261,0.0003271709,0.000255188,0.0004966142],"domain_scores_gemma":[0.9968752,0.0004590625,0.00144889,0.001075531,0.000009088359,0.0001322435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00000728553,0.0001902844,0.001594051,0.9737893,0.00006765315,0.00000399524,0.004209078,1.327446e-8,2.296277e-8,0.000006261826,0.00008986207,0.02004219],"study_design_scores_gemma":[0.0002513481,0.000356221,0.0001884496,0.6705359,0.001054174,0.00001358342,0.000779429,1.195505e-7,9.414774e-9,0.000003892272,0.3266569,0.0001599676],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002305852,0.9931911,1.848369e-7,0.0001172499,0.0001072446,0.006159297,0.00004264557,0.000006165641,0.0001454861],"genre_scores_gemma":[0.00028979,0.9962683,0.00007539501,0.0006075368,0.00004064435,0.002267317,0.0001105024,0.00004838758,0.000292169],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3265671,"threshold_uncertainty_score":0.9999917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.101494587568015,"score_gpt":0.4127360106829573,"score_spread":0.3112414231149423,"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."}}