{"id":"W6946086963","doi":"10.26069/greynet-2024-000.501-gg","title":"Information, Public Decision-Making, and Climate Change: The Many Roles of Grey Literature","year":2024,"lang":"en","type":"article","venue":"GreyNet International","topic":"Wood and Agarwood Research","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Climate change; Global warming; Extreme weather; Scientific consensus; Tipping point (physics); Action (physics); Public health; Ecological forecasting; Biodiversity","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.04226958,0.0007687844,0.002028835,0.01241881,0.005413443,0.02333511,0.002560085,0.01012832,0.009011976],"category_scores_gemma":[0.06583405,0.0005714096,0.0007096085,0.01583868,0.03935397,0.02314609,0.008464872,0.007466076,0.001121936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01634246,"about_ca_system_score_gemma":0.02512993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01491303,"about_ca_topic_score_gemma":0.01171835,"domain_scores_codex":[0.9742996,0.01780658,0.001130898,0.001094546,0.00443586,0.001232599],"domain_scores_gemma":[0.819521,0.1620908,0.004065843,0.004285458,0.006825284,0.003211516],"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":[0.00006563616,0.00007343908,0.0008684287,0.004151024,0.0001040208,0.0005152918,0.01006873,0.002066487,0.0001314972,0.7954834,0.05998238,0.1264898],"study_design_scores_gemma":[0.00001121544,0.00001104142,0.0004332527,0.007622845,0.00001577673,0.00006351473,0.00616476,0.000420657,0.00005589888,0.9004704,0.08470041,0.00003024205],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004603195,0.3143675,0.005645312,0.6091949,0.002344502,0.00005328766,0.0001643501,0.00004194932,0.06358496],"genre_scores_gemma":[0.3382265,0.5890412,0.008388425,0.05163955,0.007144823,0.0001549481,0.000276608,0.00006068739,0.005067299],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9766649,"threshold_uncertainty_score":0.2235456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01521570955355608,"score_gpt":0.2963692808389233,"score_spread":0.2811535712853672,"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."}}