{"id":"W2600513597","doi":"","title":"A global view of bio-based industries: benchmarking and monitoring their economic importance and future developments","year":2016,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Measure (data warehouse); Business; Regional science; Industrial organization; Geography; Computer science; Marketing","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":[],"consensus_categories":[],"category_scores_codex":[0.001247385,0.0002906933,0.0005074097,0.00005444354,0.0001740569,0.0001304168,0.0003841879,0.0005007436,0.00006019939],"category_scores_gemma":[0.00005164062,0.0001456496,0.00006579625,0.00009313815,0.0003476503,0.0001199036,0.0008153252,0.000435501,5.853013e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009693833,"about_ca_system_score_gemma":0.0004879766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008285251,"about_ca_topic_score_gemma":0.0004891244,"domain_scores_codex":[0.9977685,0.0001401829,0.0006261715,0.0008245151,0.00009849024,0.0005420937],"domain_scores_gemma":[0.9990086,0.000338313,0.0002309708,0.0001718166,0.00007366109,0.0001766265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003111369,0.00001704253,0.4286125,0.0000757209,0.00002428005,0.00000202717,0.00005674038,0.000005091355,0.00002268923,0.00009275214,0.000003310317,0.5710567],"study_design_scores_gemma":[0.0003513106,0.00009746007,0.9278427,0.000365872,0.000004022669,0.000004613764,0.002187417,0.00007174996,0.0002690102,0.00212175,0.06623341,0.0004506596],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947225,0.000724324,1.88948e-7,0.001364459,0.0002485691,0.000541431,0.0001422326,0.0000148885,0.002241429],"genre_scores_gemma":[0.9866595,0.01252448,0.0002405194,0.00004007559,0.0003606211,0.0001056261,0.00003436352,0.000002718504,0.00003207835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5706061,"threshold_uncertainty_score":0.5939417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573008015446885,"score_gpt":0.2740702943141956,"score_spread":0.2483402141597268,"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."}}