{"id":"W4200422747","doi":"10.1002/cjce.24332","title":"Cover Image","year":2021,"lang":"en","type":"paratext","venue":"The Canadian Journal of Chemical Engineering","topic":"Advanced Data Processing Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cover (algebra); Environmental science; Geology; Remote sensing; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0003215334,0.0007859609,0.000624963,0.001534853,0.001543767,0.003847625,0.0008852645,0.001529634,0.8905085],"category_scores_gemma":[0.002814088,0.0002879649,0.0003909106,0.001795116,0.000419943,0.002338252,0.001271787,0.001499113,0.7160984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00151782,"about_ca_system_score_gemma":0.001444589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01071451,"about_ca_topic_score_gemma":0.02211928,"domain_scores_codex":[0.999566,0.00002175231,0.00001046004,0.00004296259,0.0003148159,0.00004398532],"domain_scores_gemma":[0.9981344,0.0002373196,0.0000495024,0.0001230577,0.001031428,0.0004243667],"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":[0.000007628463,0.00000438014,0.00001152072,0.00002841891,2.899004e-7,0.00001487894,0.000004008632,0.00001768509,0.0000760787,0.0004885463,0.9860812,0.01326525],"study_design_scores_gemma":[0.00000365965,0.000005091947,0.0001126788,0.00003121859,5.504424e-7,0.00003311737,0.00001366618,0.00005791457,0.00006332666,0.0003397814,0.9993363,0.000002629776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002575835,0.000704146,0.0007539479,0.002808969,0.01058898,0.0001407339,0.00527611,0.001276016,0.9781935],"genre_scores_gemma":[0.0008821949,0.0004227136,0.0002436583,0.0005576558,0.001175091,0.00002474909,0.001680469,0.0003462618,0.9946673],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1094915,"threshold_uncertainty_score":0.1561762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007307285178204279,"score_gpt":0.214551572535983,"score_spread":0.2072442873577788,"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."}}