{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002279659,0.0003974612,0.0002536388,0.0003797565,0.0001862535,0.0007076258,0.0003018674,0.000542286,0.001819845],"category_scores_gemma":[0.0002691469,0.0002763004,0.000359921,0.0003196,0.0002605432,0.0008533468,0.0004174696,0.000867256,0.00127889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003114206,"about_ca_system_score_gemma":0.0003625095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002725836,"about_ca_topic_score_gemma":0.0004849485,"domain_scores_codex":[0.9998222,0.00001382837,0.00001252245,0.00004096208,0.00008054708,0.00002999409],"domain_scores_gemma":[0.9999235,0.00001293362,0.00001939016,0.00001025435,0.00002176285,0.00001213415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003604763,0.00006966263,0.0002887227,0.002157819,0.00003215126,0.0002158001,0.0001275384,0.001440931,0.8997615,0.01389163,0.001290216,0.08068793],"study_design_scores_gemma":[0.000007265771,0.000388067,0.0006747643,0.0001689896,0.00003209645,0.0003925283,0.00005187443,0.0009691567,0.8178517,0.001388791,0.1780491,0.00002563109],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4428627,0.3487408,0.1111143,0.002109899,0.001703966,0.0003825708,0.00109606,0.0008037747,0.09118589],"genre_scores_gemma":[0.6823579,0.1926989,0.08657523,0.0006725798,0.000211402,0.0003551233,0.0007884065,0.0001304278,0.03621002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001819845,"threshold_uncertainty_score":0.006088018,"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."}}