{"id":"W2992029725","doi":"","title":"Summarize Publications of Written Bamboo and Silk Books During Last More Than Ten Years","year":2015,"lang":"en","type":"article","venue":"Canadian social science","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bamboo; SILK; History; China; Archaeology; Engineering; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001766847,0.00005415351,0.00007551114,0.00002460759,0.0004416561,0.0000947544,0.0003140023,0.0000421711,0.0000282347],"category_scores_gemma":[0.00004280718,0.00002683781,0.00002169417,0.0005242873,0.0005594897,0.000162834,0.00006453022,0.00005532977,0.000006967032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007942262,"about_ca_system_score_gemma":0.0001265292,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02405589,"about_ca_topic_score_gemma":0.04730627,"domain_scores_codex":[0.9992676,0.00001026546,0.00009580985,0.0001890234,0.0001696747,0.0002676531],"domain_scores_gemma":[0.9993773,0.00001175799,0.00004005605,0.00004677247,0.000119708,0.0004044823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000876172,0.00005824785,0.5890946,0.00001077328,0.00001349752,0.00000268905,0.003966726,8.651006e-7,0.2686681,0.04355366,0.007241138,0.08738093],"study_design_scores_gemma":[0.00005426951,0.00001966429,0.9551895,0.000004166649,0.000003519572,0.000002067904,0.003453638,0.00001149641,0.0004377952,0.0002347618,0.04048659,0.0001025582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740265,0.00004036842,2.380524e-7,0.003934771,0.00002395346,0.0001022498,0.0000550987,0.00001802711,0.02179882],"genre_scores_gemma":[0.9989377,0.000004199306,0.00003186124,0.000153338,0.00009713084,0.0000142211,0.000006597262,6.219076e-7,0.0007542804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3660948,"threshold_uncertainty_score":0.982443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03016568069432489,"score_gpt":0.2212700027292629,"score_spread":0.191104322034938,"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."}}