{"id":"W2037713552","doi":"10.1109/whispers.2011.6080967","title":"Infrared reflectance hyperspectral features of Athabasca oil sand ore and froth","year":2011,"lang":"en","type":"article","venue":"","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Oil sands; Asphalt; Hyperspectral imaging; Reflectivity; Context (archaeology); Environmental science; Quartz; Mineralogy; Geology; Materials science; Remote sensing; Metallurgy; Composite material; Optics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003258186,0.0001329269,0.0002335609,0.00007291116,0.00004306966,0.00001173167,0.0001483963,0.0001042572,0.004964312],"category_scores_gemma":[0.00005266992,0.0001077124,0.00006419972,0.0002615869,0.0001059269,0.00007428089,0.00003586499,0.0001320224,0.000004665029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002136672,"about_ca_system_score_gemma":0.00002386006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001483627,"about_ca_topic_score_gemma":0.00002292416,"domain_scores_codex":[0.9993026,0.000004618735,0.000153301,0.0002234027,0.000127159,0.0001888991],"domain_scores_gemma":[0.9995381,0.00003533297,0.00007485521,0.0002392258,0.00004195515,0.00007050324],"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":[0.0003244223,0.000280719,0.03963955,0.0003105892,0.0004091185,0.00002382798,0.002497951,1.563714e-7,0.9371424,0.009295878,0.007779019,0.002296404],"study_design_scores_gemma":[0.0003790725,0.00003412931,0.003272199,0.00001342731,0.00008000415,0.00001548414,0.0005805861,0.000003632531,0.9933695,0.001890003,0.0002174138,0.0001446145],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4136122,0.00140323,0.00001803645,0.00002006814,0.000009693141,0.000007509672,0.000007099157,0.00004142092,0.5848807],"genre_scores_gemma":[0.9471396,0.0003185688,0.004974872,0.00005983733,0.00005026667,0.000004453228,0.000004318687,0.000013249,0.04743487],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5374458,"threshold_uncertainty_score":0.9959453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02213695820210112,"score_gpt":0.2611350027951395,"score_spread":0.2389980445930384,"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."}}