{"id":"W1956096708","doi":"10.1002/wcc.98","title":"Science, decision‐making and development: managing the risks of climate variation in less‐industrialized countries","year":2011,"lang":"en","type":"article","venue":"Wiley Interdisciplinary Reviews Climate Change","topic":"Climate variability and models","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Climate change; Scale (ratio); Climate science; Adaptive capacity; Environmental resource management; Sociology of scientific knowledge; Capacity building; Political science; Environmental planning; Geography; Environmental science; Sociology; Social science; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00373371,0.0003828844,0.0004648314,0.001312289,0.002543067,0.007615733,0.000909998,0.002718297,0.002842277],"category_scores_gemma":[0.004471605,0.0001929146,0.0003341393,0.002990211,0.009235626,0.002617959,0.004656513,0.002024089,0.0001905401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005144295,"about_ca_system_score_gemma":0.01140953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01830819,"about_ca_topic_score_gemma":0.01279915,"domain_scores_codex":[0.9972396,0.001749785,0.0001004459,0.0001549923,0.0002745605,0.0004805012],"domain_scores_gemma":[0.9965166,0.002080946,0.0006535374,0.0001456372,0.0002586587,0.0003446997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001038403,0.0003042212,0.03473196,0.002690663,0.00025107,0.002699612,0.02223764,0.04202238,0.001403118,0.6442726,0.01473847,0.2345444],"study_design_scores_gemma":[0.00004248546,0.0001938181,0.05359711,0.003836869,0.00009097138,0.0008212269,0.04356866,0.009015337,0.001620075,0.5940858,0.2930257,0.0001019565],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.3374737,0.1242163,0.0199464,0.1747135,0.0005595046,0.0001831661,0.0002937107,0.0000796344,0.3425341],"genre_scores_gemma":[0.965507,0.02834909,0.002074255,0.001703777,0.0001249304,0.00004805493,0.00004756973,0.000006383056,0.00213892],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01830819,"threshold_uncertainty_score":0.03732467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2203995616536008,"score_gpt":0.3703022955724143,"score_spread":0.1499027339188135,"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."}}