{"id":"W4408613291","doi":"10.3390/f16030538","title":"Monitoring and Discrimination of Salt Stress in Salix matsudana × alba Using Vis/NIR-HSI Technology","year":2025,"lang":"en","type":"article","venue":"Forests","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Stress (linguistics); Salt (chemistry); Horticulture; Botany; Biology; Chemistry","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":[0.0001373642,0.0003177359,0.0001608139,0.0003156845,0.0001764883,0.0002252928,0.0001302968,0.0001918079,0.0004058267],"category_scores_gemma":[0.00007650756,0.00007769954,0.0002330187,0.0001689818,0.0001228127,0.0002335316,0.0001772949,0.0002548441,0.00009767749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000144933,"about_ca_system_score_gemma":0.0001083124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002790821,"about_ca_topic_score_gemma":0.00479337,"domain_scores_codex":[0.9999536,0.000004274554,0.000003312065,0.00002051191,0.00001436026,0.000003930441],"domain_scores_gemma":[0.999945,0.000008823199,0.00001648917,0.000003740116,0.00001653698,0.0000093661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009197897,0.00002753767,0.01289698,0.00005244319,0.00001457801,0.00002949491,0.00005705807,0.0004477747,0.9782816,0.00004592543,0.00003413338,0.00802048],"study_design_scores_gemma":[0.00001586509,0.0004134974,0.6459935,0.00002025996,0.0001012558,0.0002627409,0.0003843113,0.02370294,0.3269092,0.0003219581,0.00182822,0.00004618864],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927357,0.000274039,0.005982199,0.00003527064,0.000008366,0.0000179582,0.0003010077,0.00008877667,0.0005565227],"genre_scores_gemma":[0.9921171,0.0001704739,0.006694427,0.00003791901,0.000005418698,0.00002332155,0.0003931579,0.00001055504,0.0005477496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002790821,"threshold_uncertainty_score":0.005549133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0150274357261857,"score_gpt":0.3177939312549606,"score_spread":0.3027664955287749,"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."}}