{"id":"W6894036496","doi":"10.5281/zenodo.6569784","title":"KNOWLEDGE GAPS AND RESEARCH NEEDS FOR BAMBOO IN CONSTRUCTION","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Bamboo; Survey research; Basic research; Connection (principal bundle)","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001015505,0.00006565373,0.00008143182,0.00008490663,0.003686977,0.0002846917,0.0004353191,0.00003114111,0.004642488],"category_scores_gemma":[0.0001328756,0.00003793716,0.00002498544,0.0009120545,0.0001585594,0.00009457138,0.0009610557,0.0002426324,0.0002360761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000091236,"about_ca_system_score_gemma":0.000001877977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005252482,"about_ca_topic_score_gemma":0.000003293429,"domain_scores_codex":[0.99883,0.0003011831,0.0001476755,0.000256031,0.000185575,0.0002795994],"domain_scores_gemma":[0.9994963,0.00006907321,0.00003357407,0.00008034494,0.0002388029,0.00008188173],"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":[0.0001196286,0.0002533712,0.00005426679,0.00003668624,0.0000110744,0.000001191447,0.001857968,0.00001632325,0.1043533,0.03556191,0.08236933,0.7753649],"study_design_scores_gemma":[0.0001913413,0.0003226945,0.001560736,0.000006206844,0.000002092263,0.00003452072,0.004013269,0.0002429647,0.0003152459,0.0008999694,0.9923257,0.00008531844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9493484,0.0004558441,0.00004806534,0.004555723,0.00007034578,0.0009984757,0.0003510675,0.0002581484,0.04391393],"genre_scores_gemma":[0.9980842,0.00009107419,0.00008599546,0.00005999271,0.0001151849,0.000001268061,0.0005692755,0.00004220065,0.0009507748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9099563,"threshold_uncertainty_score":0.9976101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06933627248425292,"score_gpt":0.2602752549163808,"score_spread":0.1909389824321278,"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."}}