{"id":"W3025896121","doi":"10.15376/biores.15.3.5049-5057","title":"Prediction of the color variation of moso bamboo during CO2 laser thermal modification","year":2020,"lang":"en","type":"article","venue":"BioResources","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Bamboo; Materials science; Laser; Optics; Laser power scaling; Common emitter; Thermal; Composite material; Optoelectronics; Physics","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":[0.0003406159,0.0004402244,0.000270921,0.0004100109,0.0001317123,0.0004185971,0.0001939704,0.0003796385,0.0004626212],"category_scores_gemma":[0.0005589054,0.0001842987,0.0004523805,0.0004020084,0.0001247027,0.0002832326,0.00009978282,0.0003114663,0.0001557069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003635873,"about_ca_system_score_gemma":0.0001867601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004588488,"about_ca_topic_score_gemma":0.006000333,"domain_scores_codex":[0.9998643,0.0000146859,0.0000070995,0.00004838758,0.00004946888,0.00001598962],"domain_scores_gemma":[0.9997827,0.00009836771,0.00003836359,0.0000119662,0.00005924261,0.000009292264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006435106,0.0003479076,0.05695436,0.0005063973,0.00009850342,0.0001759681,0.0002009725,0.09524924,0.8000029,0.0002204121,0.0004202867,0.04517952],"study_design_scores_gemma":[0.00001720733,0.0003775222,0.09901868,0.00001285266,0.00007120176,0.0000549186,0.0001547802,0.5827286,0.3167506,0.0001767348,0.0005796367,0.00005726719],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782628,0.0003042388,0.02030691,0.00002521161,0.00001516324,0.00002750394,0.000317598,0.0001451409,0.0005954059],"genre_scores_gemma":[0.9956045,0.0002061074,0.003476172,0.000008303696,0.000001922769,0.00002527925,0.0001908619,0.00001559065,0.0004712705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004588488,"threshold_uncertainty_score":0.009123564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04089077706256698,"score_gpt":0.1834251657380569,"score_spread":0.1425343886754899,"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."}}