{"id":"W4400577291","doi":"10.15554/pcij61.1-ps1","title":"Project Spotlight: NetZero Precast Concrete Duplex first of its kind","year":2016,"lang":"en","type":"article","venue":"PCI Journal","topic":"Full-Duplex Wireless Communications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precast concrete; Duplex (building); Structural engineering; Engineering; Forensic engineering; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002090991,0.0001517904,0.0002132981,0.0001473897,0.0001216978,0.0000389311,0.0004825979,0.00007859316,0.0003675636],"category_scores_gemma":[0.0001177821,0.0001101292,0.00009641033,0.0001807718,0.00005831759,0.0002592955,0.0000699146,0.000260257,0.0001031489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009430852,"about_ca_system_score_gemma":0.00005726808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005662733,"about_ca_topic_score_gemma":0.00002028871,"domain_scores_codex":[0.9989595,0.00004576164,0.0004068975,0.00009678935,0.0002083627,0.0002827042],"domain_scores_gemma":[0.999072,0.0001815512,0.000124204,0.0003905692,0.0001298149,0.0001018981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001779543,0.00009107415,0.007310589,0.0006845178,0.001012661,0.0001012565,0.006473955,0.09816331,0.7605954,0.003212725,0.06599098,0.05618561],"study_design_scores_gemma":[0.006077428,0.0004341176,0.01585975,0.002965873,0.0001908039,0.002310054,0.0003236526,0.2091068,0.2030229,0.00006747102,0.5580484,0.001592766],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928393,0.00207883,0.001396485,0.0007974102,0.0003860876,0.0001969386,0.00003913643,0.000134788,0.002131057],"genre_scores_gemma":[0.9957903,0.001887751,0.001711447,0.00001105294,0.0001888244,0.000008960511,0.000001836054,0.00004692097,0.0003529073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5575725,"threshold_uncertainty_score":0.4490937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02548039113682547,"score_gpt":0.2339538071127975,"score_spread":0.208473415975972,"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."}}