{"id":"W4411218227","doi":"10.3390/su17125367","title":"Data Process of Net-Zero Revolution for Transforming Earth and Beyond Sustainably","year":2025,"lang":"en","type":"article","venue":"Sustainability","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"New Brunswick Community College","funders":"","keywords":"Sustainability; Zero (linguistics); Earth (classical element); Process (computing); Net (polyhedron); Natural resource economics; Political science; Business; Economics; Computer science; Mathematics; Philosophy; 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":[0.01688581,0.0006395034,0.0007148171,0.003243736,0.0007705223,0.004300705,0.001630762,0.001226517,0.005457566],"category_scores_gemma":[0.02065195,0.0002133978,0.001040414,0.004242024,0.002111522,0.005747726,0.003052434,0.002048733,0.001009509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003479064,"about_ca_system_score_gemma":0.009321728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003269336,"about_ca_topic_score_gemma":0.004514335,"domain_scores_codex":[0.9918057,0.004569505,0.0005624311,0.0006195743,0.002199512,0.0002433373],"domain_scores_gemma":[0.9869218,0.006888808,0.001407068,0.001238323,0.003217867,0.0003262031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002960119,0.0001094352,0.004632084,0.01686027,0.0006899593,0.0001836861,0.001560421,0.007230435,0.003231832,0.4590607,0.0236782,0.4824669],"study_design_scores_gemma":[0.00007023894,0.0005199531,0.006854064,0.01785021,0.0008788824,0.0002062056,0.003988871,0.003377328,0.007320919,0.2375017,0.7213361,0.00009549717],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0800292,0.3182737,0.1702771,0.1568531,0.004912843,0.001264621,0.009172434,0.001108672,0.2581084],"genre_scores_gemma":[0.6766377,0.1807994,0.1041154,0.01785543,0.0009502013,0.001311918,0.004295995,0.0002841197,0.01374982],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01688581,"threshold_uncertainty_score":0.08930171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01416994404820437,"score_gpt":0.3219659042655675,"score_spread":0.3077959602173632,"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."}}