{"id":"W2113093996","doi":"10.1142/s0219877007001041","title":"TECHNOLOGY FUTURES ANALYSIS METHODOLOGIES FOR SUSTAINABLE ENERGY TECHNOLOGIES","year":2007,"lang":"en","type":"article","venue":"International Journal of Innovation and Technology Management","topic":"Innovation Diffusion and Forecasting","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Futures contract; Value (mathematics); Investment (military); Current (fluid); Energy (signal processing); Environmental economics; Sustainable energy; Energy current; Risk analysis (engineering); Computer science; Business; Economics; Renewable energy; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.006672995,0.0001614284,0.0003873964,0.02296114,0.0002037476,0.0001807819,0.001275962,0.0002843553,0.00003902433],"category_scores_gemma":[0.007093456,0.0001232511,0.00009239354,0.0147756,0.0003189769,0.0003310671,0.0005331811,0.0002311841,0.000001640623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009789466,"about_ca_system_score_gemma":0.0000369223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002297276,"about_ca_topic_score_gemma":0.000008905313,"domain_scores_codex":[0.9967859,0.00002400501,0.001745828,0.0003182639,0.0008233911,0.0003025533],"domain_scores_gemma":[0.9887906,0.0004424903,0.001608929,0.0002964699,0.008843847,0.00001762169],"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":[0.00006014346,0.00002652266,0.00252949,0.0000025341,0.0004052471,0.00004753656,0.00001751271,0.00002222218,0.0002837054,0.5668874,0.001624452,0.4280932],"study_design_scores_gemma":[0.0007913623,0.0001403687,0.001300862,0.0000137604,0.00008987798,0.0000757984,0.02761175,0.0002921859,0.00913387,0.7552879,0.2051159,0.0001464363],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04972421,0.0002200349,0.9259329,0.02027745,0.0005034357,0.0001394844,0.000002779473,0.0001686708,0.003031039],"genre_scores_gemma":[0.8851409,0.00007567577,0.1118043,0.0004307617,0.0000675284,0.00001516105,0.000006446349,0.000008821752,0.002450475],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8354167,"threshold_uncertainty_score":0.9881127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06952255834010398,"score_gpt":0.4063867605907642,"score_spread":0.3368642022506602,"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."}}