{"id":"W2924086445","doi":"10.1038/s41558-019-0447-3","title":"The future is collaborative","year":2019,"lang":"en","type":"article","venue":"Nature Climate Change","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"International Development Research Centre","funders":"","keywords":"Climate change; Business; Collaborative network; Knowledge management; Environmental resource management; Computer science; Environmental 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":[0.01916079,0.0008680898,0.001418631,0.001666236,0.007733939,0.02444294,0.003686809,0.01322092,0.1285092],"category_scores_gemma":[0.04483782,0.0005326361,0.001034472,0.002352919,0.01294561,0.03790846,0.01769484,0.01624213,0.04418256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004215228,"about_ca_system_score_gemma":0.01595059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002673549,"about_ca_topic_score_gemma":0.003202355,"domain_scores_codex":[0.9817389,0.006908102,0.0006118016,0.003291764,0.005318875,0.002130603],"domain_scores_gemma":[0.9409743,0.01102071,0.002586507,0.0127811,0.0132105,0.01942695],"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":[0.00004423911,0.00007501165,0.0004481776,0.000176408,0.0000346141,0.00009924293,0.002432813,0.00009826244,0.0002456309,0.348281,0.5866613,0.06140327],"study_design_scores_gemma":[0.000008395025,0.00001105378,0.0001439778,0.0001183598,0.000004246479,0.00002688953,0.001084797,0.00004347909,0.00002418772,0.05020523,0.9483197,0.000009500171],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001327424,0.01819465,0.007589177,0.560119,0.04807448,0.00007320377,0.0001937377,0.0003446487,0.3640837],"genre_scores_gemma":[0.1033924,0.01944159,0.008871933,0.2252046,0.03804057,0.0003625345,0.0006548869,0.0006380075,0.6033934],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1285092,"threshold_uncertainty_score":0.4299062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1844779212629639,"score_gpt":0.4430636526876321,"score_spread":0.2585857314246682,"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."}}