{"id":"W2054930192","doi":"10.1109/epec.2014.20","title":"Assessment of Disruptive Innovation in Emerging Energy Technologies","year":2014,"lang":"en","type":"article","venue":"","topic":"Innovation Diffusion and Forecasting","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Disruptive innovation; Disruptive technology; Renewable energy; Emerging technologies; Photovoltaic system; Energy technology; Computer science; Risk analysis (engineering); Technology development; Business; Environmental economics; Marketing; Engineering; Electrical engineering; Economics; Manufacturing engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.002653539,0.00006633057,0.0001668344,0.001255983,0.00004430494,0.00003649983,0.0002844555,0.00005720967,0.0002241677],"category_scores_gemma":[0.003454447,0.00004594107,0.00002145671,0.004411615,0.0000632385,0.0001689606,0.0001422985,0.00007704803,0.00000604113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002274411,"about_ca_system_score_gemma":0.00002700453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000291651,"about_ca_topic_score_gemma":0.00004344974,"domain_scores_codex":[0.9981468,0.0000577348,0.0008665595,0.000209947,0.0005989289,0.0001200349],"domain_scores_gemma":[0.9984934,0.0003697187,0.0003618783,0.0002518006,0.0005166522,0.000006489653],"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":[0.000001197248,0.00001897804,0.02659409,6.647674e-7,8.358555e-7,1.595395e-7,0.00006935788,0.00007414899,0.001919652,0.6444978,0.0001779318,0.3266452],"study_design_scores_gemma":[0.0007987179,0.0001298501,0.1894386,0.00004606542,0.000001932684,0.000002468554,0.01373031,0.3339624,0.017208,0.4143464,0.03005082,0.0002843435],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3323465,0.000002303407,0.5098107,0.0008536517,0.0001276878,0.00003864785,6.801021e-7,0.00006198521,0.1567578],"genre_scores_gemma":[0.9873804,0.000001235922,0.01143088,0.0001584173,0.000009175167,0.000005982493,0.000002138273,0.000003234606,0.001008572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6550338,"threshold_uncertainty_score":0.4135545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07985330010558343,"score_gpt":0.404796339444737,"score_spread":0.3249430393391535,"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."}}