{"id":"W2036489594","doi":"10.1108/17568690910955630","title":"Integrating local perspectives into climate change decision making in rural areas of the Canadian prairies","year":2009,"lang":"en","type":"article","venue":"International Journal of Climate Change Strategies and Management","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Climate change; Vulnerability (computing); Originality; Climate change adaptation; Citizen journalism; Rural community; Environmental resource management; Local community; Adaptation (eye); Environmental planning; Set (abstract data type); Political science; Geography; Qualitative research; Sociology; Socioeconomics; Social science; Computer science; Psychology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003592706,0.0001759597,0.0002356229,0.0001135527,0.000155567,0.0003156766,0.0004493177,0.00007286797,0.00004323211],"category_scores_gemma":[0.00003035628,0.00006662136,0.0001123207,0.0002526714,0.0001032558,0.0007643226,0.0001546666,0.000180385,9.136673e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000226627,"about_ca_system_score_gemma":0.00001158391,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005850624,"about_ca_topic_score_gemma":0.3363975,"domain_scores_codex":[0.9986148,0.00004820243,0.0004281976,0.0001464648,0.0004485513,0.0003137268],"domain_scores_gemma":[0.999119,0.00006522257,0.0004025833,0.00004767821,0.0002766775,0.00008877836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002633449,0.0001450661,0.01919209,0.00005441365,0.0000579179,0.0001231585,0.01030452,0.00001704415,0.0004757729,0.04279124,0.00009398442,0.9264814],"study_design_scores_gemma":[0.0003269257,0.000278144,0.8689423,0.001690386,0.00002306638,0.00007903451,0.1223702,0.0001179814,0.00002261557,0.005290546,0.000697226,0.0001615392],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791466,0.001312736,0.00001095776,0.01562898,0.0004424599,0.0003720256,0.00004944962,0.00001074118,0.003026037],"genre_scores_gemma":[0.9914067,0.007531272,0.0001939746,0.0004749123,0.0003722339,0.00000923637,0.000008069715,0.000001540575,0.000002100586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9263199,"threshold_uncertainty_score":0.8844433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03207177664258024,"score_gpt":0.2993904758788493,"score_spread":0.2673186992362691,"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."}}