{"id":"W2773032997","doi":"10.23919/picmet.2017.8125281","title":"Typology of Business Models for Adopting Grid-Scale Emerging Storage Technologies","year":2017,"lang":"en","type":"article","venue":"","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Business model; Energy storage; Electricity market; Environmental economics; Electricity; Renewable energy; Grid; Profitability index; Computer science; Distributed generation; Smart grid; Efficient energy use; Risk analysis (engineering); Business; Engineering; Marketing; Economics","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":[0.003797602,0.0008141059,0.0004781876,0.004183767,0.002076222,0.009653403,0.001541056,0.002425135,0.005616461],"category_scores_gemma":[0.009065231,0.0002997801,0.001524224,0.004286496,0.003547639,0.007156477,0.002849988,0.001803329,0.001223269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003044077,"about_ca_system_score_gemma":0.002230665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003247211,"about_ca_topic_score_gemma":0.002165665,"domain_scores_codex":[0.9942241,0.002224292,0.0004277191,0.0005499587,0.001630457,0.000943423],"domain_scores_gemma":[0.991506,0.00351868,0.001376421,0.001284896,0.001380967,0.0009330414],"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":[0.00005281275,0.0001745731,0.01091666,0.00008113249,0.00002881079,0.0005781014,0.001546437,0.003542833,0.0005937736,0.9596539,0.002555646,0.02027543],"study_design_scores_gemma":[0.0001031542,0.0001558166,0.01280724,0.0005431687,0.00006684381,0.002556662,0.01499324,0.06858096,0.001357028,0.785355,0.1133692,0.0001117761],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3652343,0.002007433,0.2344275,0.009362211,0.0001858633,0.001534565,0.00146596,0.0007316502,0.3850505],"genre_scores_gemma":[0.9301825,0.001050552,0.05910974,0.0004966807,0.00004496961,0.0007445036,0.001049366,0.00007677024,0.007244889],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009653403,"threshold_uncertainty_score":0.0220865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184350120507842,"score_gpt":0.2297850532805818,"score_spread":0.2079415520755034,"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."}}