{"id":"W4376562201","doi":"10.56255/ma.v0i15.114","title":"Biobased materials and technologies for a new architecture","year":2017,"lang":"en","type":"article","venue":"Materia Arquitectura","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Architecture; Architectural engineering; Process (computing); Engineering; Construction engineering; Building construction; Computer science; Geography; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001591083,0.0001560829,0.0001980258,0.00001171849,0.0005569203,0.0005613148,0.0003558417,0.0001364813,0.0002116534],"category_scores_gemma":[0.0001677082,0.00005820595,0.00003474756,0.00002301808,0.000142079,0.00008481858,0.0002088771,0.00004102134,0.000007047977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001801884,"about_ca_system_score_gemma":0.00001173994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001982136,"about_ca_topic_score_gemma":0.0001333766,"domain_scores_codex":[0.9991834,0.0000141174,0.0001620697,0.0003062824,0.00005047444,0.0002836165],"domain_scores_gemma":[0.9996076,0.00006338629,0.0001082545,0.0001400044,0.00002818865,0.0000525686],"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":[0.0001105881,0.00001093221,0.001162163,0.00005024848,0.00001239912,0.000002393119,0.00009134477,1.276496e-7,0.6052357,0.0007739624,0.0003919364,0.3921582],"study_design_scores_gemma":[0.0004366727,0.0002724763,0.1802737,0.00003310181,0.00001345789,0.00002411429,0.0003924169,0.000002066898,0.5674192,0.03180997,0.218893,0.0004298128],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805069,0.0000536597,0.00003244709,0.01840654,0.0001904721,0.000474486,0.00008963221,0.0001739748,0.00007191755],"genre_scores_gemma":[0.9978423,0.0000106602,0.001377676,0.0002111573,0.0001160285,0.00006678353,0.0000288957,0.000001180391,0.0003452831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3917284,"threshold_uncertainty_score":0.5412771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509277967352024,"score_gpt":0.2267213610424678,"score_spread":0.2116285813689476,"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."}}