{"id":"W4281636417","doi":"10.1071/aj21465","title":"Panel discussion: Investing through unprecedented change","year":2022,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Session (web analytics); Government (linguistics); Panel discussion; Business; Fossil fuel; Finance; Engineering; Advertising","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":[0.008513477,0.0007910501,0.0004483329,0.0003864344,0.007419729,0.007087916,0.001462645,0.01888537,0.07135098],"category_scores_gemma":[0.0123412,0.0004053977,0.00103616,0.0006169101,0.001563745,0.007516697,0.004257707,0.01850212,0.01673348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003012148,"about_ca_system_score_gemma":0.007530758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007517,"about_ca_topic_score_gemma":0.01499647,"domain_scores_codex":[0.998053,0.0006191336,0.00004303031,0.0002693684,0.0004622415,0.0005532884],"domain_scores_gemma":[0.9958659,0.001775616,0.0001111414,0.0001816098,0.000803241,0.001262496],"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":[0.00001726159,0.00001421333,0.00005860298,0.00002546664,0.000002038524,0.00005766268,0.0003586129,0.00003415049,0.0000829593,0.004806448,0.9921784,0.002364065],"study_design_scores_gemma":[0.00001873303,0.00001973175,0.0004937782,0.000107383,0.000004590201,0.00002872763,0.001878244,0.00005324383,0.0001197621,0.003606847,0.9936527,0.00001619774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002195774,0.0009664934,0.0008781398,0.8491952,0.04134822,0.0001788085,0.0005813074,0.000131326,0.1045247],"genre_scores_gemma":[0.03801521,0.002401746,0.001174177,0.6684815,0.01404895,0.0008687364,0.0004980381,0.0002114384,0.2743003],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07135098,"threshold_uncertainty_score":0.2386928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1087833304158981,"score_gpt":0.313348406408588,"score_spread":0.2045650759926899,"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."}}