{"id":"W7039955020","doi":"","title":"Non-destructive discrimination of artists' white materials using bidirectional reflectance spectroscopy","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Phytochemical Studies and Bioactivities","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reflectivity; Spectroscopy; White (mutation); Calibration; Feature (linguistics)","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":[0.00006011964,0.00008643012,0.0001159096,0.00001514863,0.00005595594,0.000008019663,0.00004380316,0.00005401474,0.00006192007],"category_scores_gemma":[0.00003275011,0.00007814456,0.00003700059,0.00005830256,0.00009038368,0.000004008473,0.00002490271,0.00002919472,8.564369e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002404489,"about_ca_system_score_gemma":0.00002673791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005054544,"about_ca_topic_score_gemma":0.000005757143,"domain_scores_codex":[0.9994674,0.00002262097,0.0001211754,0.0001712683,0.00008416066,0.0001333466],"domain_scores_gemma":[0.9997435,0.000004052386,0.00007749216,0.00009740979,0.0000551859,0.00002234984],"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":[0.00005631741,0.00003028598,0.0008411067,0.00001583249,0.00002561784,2.801351e-7,0.00002702615,0.000001899642,0.9983033,0.0004500084,0.0001901463,0.0000582001],"study_design_scores_gemma":[0.000143913,0.00009060516,0.0021244,0.00001463004,0.00001076391,0.000007133001,0.00007404374,0.00000474117,0.9948555,0.002269465,0.0003128366,0.00009195591],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849015,0.00005731156,0.0009913971,0.00002864554,0.0001492514,0.0000556476,0.00002502336,0.000003750039,0.01378749],"genre_scores_gemma":[0.9944754,0.00005084745,0.005137398,0.00002438046,0.0001112629,0.000008558657,0.00001505276,0.000008216103,0.0001689165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01361858,"threshold_uncertainty_score":0.3186643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323023462057692,"score_gpt":0.2701578167641199,"score_spread":0.256927582143543,"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."}}