{"id":"W4386523763","doi":"10.32920/24101475.v1","title":"Material Innovations: Transparent, lightweight, malleable & responsive","year":2023,"lang":"en","type":"preprint","venue":"","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Software portability; Architecture; Systems engineering; Computer science; Generator (circuit theory); Architectural engineering; Software engineering; Construction engineering; Engineering management; Engineering; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001423673,0.0004848731,0.0002125071,0.0008150471,0.0008772166,0.005506244,0.0007551134,0.002841866,0.008689559],"category_scores_gemma":[0.002867199,0.000318268,0.000336151,0.0005806086,0.006693624,0.006449945,0.003030437,0.002445256,0.002597022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001159635,"about_ca_system_score_gemma":0.0005841232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003071123,"about_ca_topic_score_gemma":0.000392527,"domain_scores_codex":[0.9985202,0.0002835605,0.00005542178,0.0001864558,0.0008189804,0.0001354399],"domain_scores_gemma":[0.9992268,0.0002469122,0.0001266989,0.0001795278,0.0001226816,0.00009728937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003066402,0.00003189076,0.0001467439,0.0001671027,0.000004080546,0.0001838105,0.001161395,0.0004527631,0.006767683,0.9422062,0.006723363,0.04212435],"study_design_scores_gemma":[0.00002681931,0.0001517089,0.0011867,0.0002293781,0.0000223912,0.001077032,0.001546465,0.00325744,0.01973331,0.4740221,0.4986958,0.00005080352],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04194052,0.007929617,0.2117668,0.02233902,0.00305558,0.0002177352,0.0001257499,0.0009675426,0.7116576],"genre_scores_gemma":[0.6859655,0.006427662,0.1030963,0.005279636,0.001224299,0.0003899477,0.0001022066,0.000504402,0.19701],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008689559,"threshold_uncertainty_score":0.02906942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0551054155714361,"score_gpt":0.2640754225889942,"score_spread":0.2089700070175581,"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."}}