{"id":"W3117473302","doi":"10.18280/ijdne.150607","title":"The BIOCEM Project: The Industrial Valorization of a Patent Through the “Proof of Concept” Program","year":2020,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; General partnership; Autoclaved aerated concrete; Sustainability; Scale (ratio); Sustainable development; Civil engineering; Waste management; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.008171627,0.001085867,0.00074053,0.00192894,0.0009309828,0.00256086,0.001932334,0.001984146,0.0373654],"category_scores_gemma":[0.005579439,0.0004111388,0.001038826,0.001257648,0.001178733,0.002152623,0.002436744,0.002073268,0.0123738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001318151,"about_ca_system_score_gemma":0.005376565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005521412,"about_ca_topic_score_gemma":0.0004195123,"domain_scores_codex":[0.9953734,0.0008237518,0.0001802512,0.000434888,0.00252421,0.0006635359],"domain_scores_gemma":[0.9958453,0.000497585,0.0005106057,0.0007414356,0.001371348,0.001033708],"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":[0.002058661,0.002625522,0.00143274,0.002170319,0.0002165071,0.001703318,0.0004182719,0.001412453,0.3144496,0.126326,0.1163834,0.4308032],"study_design_scores_gemma":[0.0005728027,0.003467508,0.003032048,0.0003238513,0.0001352131,0.001265116,0.00007770783,0.001281325,0.1479688,0.007335941,0.8344932,0.00004659387],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1188143,0.01817076,0.394858,0.0127772,0.008353357,0.01164938,0.02849765,0.007762311,0.399117],"genre_scores_gemma":[0.4554721,0.01647675,0.2537695,0.002706651,0.001629353,0.008467036,0.05023985,0.002378708,0.2088602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0373654,"threshold_uncertainty_score":0.1249998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04117384898894243,"score_gpt":0.2665179533713184,"score_spread":0.225344104382376,"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."}}