{"id":"W4315485590","doi":"10.33612/diss.348356282","title":"Development of biobased building blocks, polymers and coatings","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Independent Electricity System Operator; American Association for the Advancement of Science","keywords":"Commercialization; Raw material; Petrochemical; Acrylate; Fossil fuel; Scale (ratio); Sustainable development; Nanotechnology; Materials science; Biochemical engineering; Waste management; Engineering; Polymer; Business; Chemistry; Organic chemistry; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002928276,0.0002444557,0.0002793748,0.0005768732,0.0001793477,0.0001155265,0.0001465147,0.0001406137,0.000254308],"category_scores_gemma":[0.00009271299,0.0002361511,0.00003768201,0.0006111003,0.00001735215,0.000297806,0.0000673491,0.00009282662,0.00005602715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000226641,"about_ca_system_score_gemma":0.000107685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001512138,"about_ca_topic_score_gemma":0.0002898348,"domain_scores_codex":[0.9986696,0.000002433744,0.000473657,0.0003460568,0.0002981093,0.0002101325],"domain_scores_gemma":[0.9992443,0.00001618244,0.0004529977,0.0001123069,0.000164543,0.000009626022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006253218,0.0002892411,0.01755001,0.01135347,0.0006621537,0.00001824374,0.007323402,0.00002143916,0.1934543,0.03075508,0.03567922,0.7022681],"study_design_scores_gemma":[0.006629326,0.00003223,0.1690042,0.005599017,0.001388566,0.000003109852,0.04699908,0.002474893,0.3764721,0.00499181,0.3786522,0.0077536],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744722,0.000130975,0.00009824409,0.00009531128,0.0009215524,0.0003249471,9.801745e-7,0.0002806975,0.02367505],"genre_scores_gemma":[0.9053746,0.00006420467,0.01553572,0.0005651285,0.001060113,0.0001072152,0.004703187,0.0002424578,0.07234736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6945146,"threshold_uncertainty_score":0.9629963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01338098454702532,"score_gpt":0.2297190140077104,"score_spread":0.2163380294606851,"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."}}