{"id":"W7097145517","doi":"","title":"A Wiley-Interscience Publication","year":2015,"lang":"en","type":"article","venue":"","topic":"Chemical and Environmental Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Section (typography); Permission; Payment; Authorization; Product (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008697656,0.001268437,0.001563199,0.003311784,0.001566031,0.006728832,0.001860963,0.001476666,0.6044461],"category_scores_gemma":[0.002823616,0.0005884172,0.000685314,0.00678095,0.001249399,0.002458578,0.001965806,0.00215579,0.5953373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002085873,"about_ca_system_score_gemma":0.009802321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03369127,"about_ca_topic_score_gemma":0.09606049,"domain_scores_codex":[0.9992402,0.00004032765,0.00006531899,0.0001769518,0.0003881208,0.00008924225],"domain_scores_gemma":[0.9959705,0.0003347401,0.0001301013,0.0007775618,0.00211163,0.0006754824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006670269,0.00007504572,0.0002525638,0.0008953553,0.00004027829,0.0002397434,0.0001135713,0.000192836,0.003272373,0.007084931,0.6574095,0.3303571],"study_design_scores_gemma":[0.000004609636,0.000007895598,0.0001892341,0.0002292416,0.000008989502,0.0001535133,0.00004138986,0.00008738125,0.0002443163,0.0007704191,0.9982558,0.000007293208],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001286048,0.01516587,0.00999839,0.002361641,0.01326616,0.0001711806,0.01120742,0.003617764,0.9429255],"genre_scores_gemma":[0.002355342,0.008181627,0.00556136,0.0006435722,0.0002752966,0.00004503048,0.006052797,0.00091561,0.9759693],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3955539,"threshold_uncertainty_score":0.5642096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02805628143165488,"score_gpt":0.2363041849654757,"score_spread":0.2082479035338209,"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."}}