{"id":"W3016199438","doi":"10.2139/ssrn.3413443","title":"A Typology of UK Energy Service Brands Based on Size, Licencing and Source of Energy","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Typology; Energy (signal processing); Service (business); Business; Marketing; Geography; Mathematics; Statistics","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":[0.00155581,0.00007374744,0.0002188206,0.000123469,0.0001234185,0.00001089046,0.0001591101,0.00006497118,0.0001805783],"category_scores_gemma":[0.00007900675,0.00006485375,0.00008799823,0.0003775521,0.00006118825,0.00004561313,0.00001862598,0.0002408602,0.000001061633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001193027,"about_ca_system_score_gemma":0.001314116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004834155,"about_ca_topic_score_gemma":0.01323721,"domain_scores_codex":[0.9984673,0.0003482418,0.000222993,0.0001198567,0.0002833428,0.0005583173],"domain_scores_gemma":[0.9987882,0.0006912635,0.0002294114,0.00007384237,0.0001634011,0.00005389651],"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":[0.0001658573,0.00007227716,0.01031222,0.000009913087,0.0001580407,5.063858e-7,0.001067008,0.003158276,0.001570543,0.9320113,0.00001114334,0.05146288],"study_design_scores_gemma":[0.004468999,0.002114747,0.01206047,0.0001738255,0.0003277655,0.00006268571,0.01837559,0.03425541,0.003004642,0.9066948,0.01775495,0.0007061065],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.93738,0.0009689293,0.04270693,0.001947955,0.0001178566,0.00003497671,8.617557e-7,0.00001136698,0.01683114],"genre_scores_gemma":[0.9975144,0.0003955415,0.0003043387,0.0003591466,0.0001051395,6.200412e-7,8.754907e-7,0.000006017084,0.001313887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06013444,"threshold_uncertainty_score":0.7386677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007361918217985688,"score_gpt":0.2726890591987322,"score_spread":0.2653271409807465,"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."}}