{"id":"W2056091790","doi":"10.1139/x03-189","title":"Application of near-infrared spectroscopy for the detection of internal insect infestation in<i>Picea</i><i>abies</i>seed lots","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sveriges Lantbruksuniversitet; Kempe Foundation","keywords":"Partial least squares regression; Near-infrared spectroscopy; Horticulture; Picea abies; Spectroscopy; Infestation; Botany; Biology; Spectrometer; Analytical Chemistry (journal); Chemistry; Mathematics; Chromatography; Physics; Optics; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002241743,0.0002365371,0.000162717,0.0006479961,0.0001869108,0.0002049201,0.0001192632,0.0001284481,0.0001841782],"category_scores_gemma":[0.0003177429,0.0001131562,0.0001256879,0.0003497837,0.0001442654,0.0001086745,0.0001051303,0.0001424981,0.00005979519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001504291,"about_ca_system_score_gemma":0.0001226632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003763572,"about_ca_topic_score_gemma":0.007557642,"domain_scores_codex":[0.9999087,0.0000222421,0.000005550251,0.0000289104,0.00002538391,0.000009106333],"domain_scores_gemma":[0.9998623,0.00004200928,0.00003217309,0.00001379438,0.00003155316,0.00001814576],"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":[0.0003359331,0.0001553356,0.1572497,0.00006450383,0.00005011041,0.00008630546,0.0002615621,0.001188096,0.8125127,0.0000651138,0.0000615713,0.02796914],"study_design_scores_gemma":[0.0000120229,0.0006190551,0.8905371,0.000004918704,0.00006033379,0.0003359946,0.0002407471,0.006791273,0.1009171,0.00007444036,0.0003900344,0.00001693281],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977755,0.000083307,0.001850796,0.000003201311,0.000001176477,0.000009052515,0.00005664338,0.00001390304,0.000206432],"genre_scores_gemma":[0.9941748,0.00008465401,0.005412966,0.000005490204,9.009818e-7,0.00001078472,0.0001725233,0.000002447497,0.0001354053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003763572,"threshold_uncertainty_score":0.007483363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03101338860809223,"score_gpt":0.3272058220617999,"score_spread":0.2961924334537077,"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."}}