{"id":"W6989998131","doi":"","title":"Community Collaboration and Environmental Change Research in the Canadian Arctic","year":2008,"lang":"en","type":"other","venue":"USC Research Bank (University of the Sunshine Coast)","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; Climate change; Vulnerability (computing); The arctic; Environmental change; Adaptation (eye)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007086121,0.0001493587,0.0003590058,0.0007618687,0.01478484,0.00001153448,0.001189451,0.0004570569,0.002025004],"category_scores_gemma":[0.0002460827,0.0001112564,0.00006520361,0.000838897,0.001447026,0.00006389779,0.001519658,0.004308737,0.0001093505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001718349,"about_ca_system_score_gemma":0.001312435,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.980388,"about_ca_topic_score_gemma":0.9995435,"domain_scores_codex":[0.9881465,0.00954197,0.000139799,0.0002285168,0.0007459747,0.001197268],"domain_scores_gemma":[0.9976718,0.001073215,0.0001195394,0.0007789924,0.0002202985,0.0001360936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005771822,0.0001179479,0.028358,0.000375476,0.0001690316,0.00005776326,0.2005924,5.546335e-7,0.00000264812,0.0005357141,0.7694738,0.0002589917],"study_design_scores_gemma":[0.0005393489,0.0001748018,0.07806806,0.0001599708,0.00003644733,0.000003608271,0.2941736,0.00001708005,1.080353e-7,0.0002914756,0.6264231,0.0001123764],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2299136,0.005276824,0.000001132861,0.09546308,0.0006749829,0.01382337,0.001892855,0.00004920987,0.6529049],"genre_scores_gemma":[0.7922401,0.004530862,0.00001867226,0.0002727302,0.0001943424,0.00003389519,0.0001042072,0.00007523657,0.2025299],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5623266,"threshold_uncertainty_score":0.9988873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2434009268505685,"score_gpt":0.4114614122637714,"score_spread":0.1680604854132029,"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."}}