{"id":"W2755935417","doi":"10.3389/fenrg.2017.00022","title":"Overcoming Barriers to Successfully Commercializing Carbon Dioxide Utilization","year":2017,"lang":"en","type":"article","venue":"Frontiers in Energy Research","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council","keywords":"Sustainability; Business; Entrepreneurship; Environmental economics; Industrial organization; Dynamic capabilities; Process management; Economics; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002265643,0.0001548036,0.000250598,0.001031679,0.001495122,0.0003275843,0.001096651,0.0002167005,0.00002628124],"category_scores_gemma":[0.001995916,0.0001684368,0.00003416321,0.0009100394,0.0003949802,0.0006200986,0.001026102,0.0004288396,0.000007485799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000266415,"about_ca_system_score_gemma":0.0001010992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003387317,"about_ca_topic_score_gemma":0.0005830508,"domain_scores_codex":[0.9981484,0.00006008851,0.0002717985,0.0003929386,0.0004858865,0.000640832],"domain_scores_gemma":[0.9990032,0.00002749237,0.0001220299,0.0005177532,0.0002977152,0.00003182621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009506047,0.00003508751,0.7436672,0.00004301008,0.00003513555,0.00003210027,0.0003475342,0.00005941482,0.0002607528,0.2004448,0.01168129,0.04329862],"study_design_scores_gemma":[0.001673711,0.00003430981,0.2222105,0.0003351247,0.00001825554,0.000001012883,0.00764852,0.01314759,0.008439305,0.1204497,0.6249208,0.001121095],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7470142,0.0001951504,0.01071794,0.005875656,0.002675793,0.0004337368,0.000001529231,0.0001584218,0.2329276],"genre_scores_gemma":[0.9965217,0.00003567415,0.001550095,0.0006568583,0.0004316707,0.000112496,0.00001111582,0.00003161528,0.0006487334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6132396,"threshold_uncertainty_score":0.9998048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09050111549277995,"score_gpt":0.3401426962104292,"score_spread":0.2496415807176492,"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."}}