{"id":"W2010755960","doi":"10.1177/027046760102100602","title":"Is a Second Negawatt Revolution Within Reach?","year":2001,"lang":"en","type":"article","venue":"Bulletin of Science Technology & Society","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Social connectedness; Phenomenon; Sustainability; Civilization; Perspective (graphical); Energy (signal processing); Sociology; Environmental ethics; Political science; Epistemology; Economic system; Social psychology; Psychology; Economics; Computer science; Philosophy; Law; Artificial intelligence; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001501126,0.0001491565,0.0002309621,0.0002094107,0.0005310794,0.00002269539,0.0009837837,0.00035728,0.001705476],"category_scores_gemma":[0.0005681667,0.0001373769,0.0001480608,0.002788997,0.007395386,0.00007626138,0.0003856805,0.0004218545,0.0001114187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003032723,"about_ca_system_score_gemma":0.0002979209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001013202,"about_ca_topic_score_gemma":0.00008234516,"domain_scores_codex":[0.9978513,0.00003505266,0.0003366494,0.00056976,0.0005305415,0.0006767513],"domain_scores_gemma":[0.9985285,0.00004417507,0.0001229809,0.0006881417,0.0005162312,0.0001000138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001329591,0.000642501,0.02877049,0.0001736111,0.0001042601,0.00003181269,0.006246786,0.0008752651,0.07791594,0.7544611,0.1093271,0.02131814],"study_design_scores_gemma":[0.0006649943,0.0002630052,0.003330228,0.00003941881,0.00001313281,0.00009459776,0.01538336,0.0009039203,0.03472583,0.07846943,0.8657892,0.0003229066],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9427751,0.0003126541,0.00006834984,0.02094406,0.00009469506,0.0001426065,0.000002723248,0.0002502664,0.03540953],"genre_scores_gemma":[0.9849979,0.0001081999,0.004285486,0.0005560048,0.00002352776,0.00002419242,0.000001246852,0.000009769735,0.009993702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7564621,"threshold_uncertainty_score":0.9992071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0123853223462592,"score_gpt":0.2680252274899826,"score_spread":0.2556399051437234,"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."}}