{"id":"W2076312011","doi":"10.1520/jte12293j","title":"Precision and Relative Bias of Automatic and Manual Refractometers Using ASTM D 1218 at 20°C","year":2002,"lang":"en","type":"article","venue":"Journal of Testing and Evaluation","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Refractometer; Refractometry; Refractive index; Repeatability; Optics; Analytical Chemistry (journal); Chemistry; Chromatography; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00122781,0.00008207812,0.0002065968,0.0001381673,0.0001256379,0.00004931331,0.00003194718,0.00005566143,0.00006332691],"category_scores_gemma":[0.002426405,0.00006550192,0.00002992765,0.0001285028,0.00004899423,0.0002911816,0.00002696294,0.0001235245,3.864847e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006224532,"about_ca_system_score_gemma":0.00001952043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007492254,"about_ca_topic_score_gemma":7.059227e-7,"domain_scores_codex":[0.9989653,0.00006650852,0.0004058493,0.0001045258,0.0003773385,0.00008050881],"domain_scores_gemma":[0.9983062,0.0005511481,0.000771031,0.00005606864,0.0002574048,0.00005819253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002834424,0.00004980739,0.05476112,0.0002487269,0.0001097334,0.000004562576,0.001279285,0.001001791,0.264249,3.488223e-7,0.00004517309,0.6782221],"study_design_scores_gemma":[0.0009410065,0.0001251329,0.01175162,0.001722908,0.0005966688,0.0003052257,0.0003073737,0.9803384,0.003464883,0.0003282412,0.00001534637,0.000103184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963676,0.002590854,0.0000845164,0.00006556956,0.00001596507,0.00000683465,0.000001398467,0.000006014388,0.0008612676],"genre_scores_gemma":[0.9900393,0.00008960644,0.009524775,0.00000556835,0.00004578751,3.177613e-7,7.565454e-7,0.000005957476,0.00028796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9793366,"threshold_uncertainty_score":0.2904808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.135363671300036,"score_gpt":0.3493219046917088,"score_spread":0.2139582333916728,"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."}}