{"id":"W4377941989","doi":"10.1007/978-3-030-22767-8_126","title":"Resource Extraction","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; British Columbia Institute of Technology; McGill University; University of British Columbia","funders":"","keywords":"Extraction (chemistry); Chromatography; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003725007,0.0009900635,0.0006962433,0.001908142,0.000999287,0.002532635,0.00127765,0.0006196216,0.1174189],"category_scores_gemma":[0.000992172,0.0004824805,0.0007688935,0.002538789,0.0005063822,0.003204221,0.001779596,0.001020732,0.05641626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009216566,"about_ca_system_score_gemma":0.00138978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003623964,"about_ca_topic_score_gemma":0.007084984,"domain_scores_codex":[0.999719,0.00002355545,0.00001614223,0.00007197635,0.000140245,0.00002916515],"domain_scores_gemma":[0.9997801,0.00004403407,0.000009262882,0.00008376401,0.00006933315,0.00001346157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006223318,0.00005510905,0.0003794912,0.0004317236,0.00002602288,0.0002054901,0.0001761294,0.00496744,0.004631237,0.1358998,0.1467566,0.7064087],"study_design_scores_gemma":[0.000005732453,0.00001267872,0.000364106,0.0001470064,0.00001621463,0.0002165066,0.0001074074,0.004338279,0.006297235,0.05663898,0.931839,0.00001671344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002392217,0.002169564,0.1553549,0.0009911337,0.0006042127,0.0002591427,0.002760827,0.00232915,0.8331389],"genre_scores_gemma":[0.03121089,0.00452861,0.08748445,0.0004860185,0.0002119682,0.0001757044,0.005122558,0.001319087,0.8694608],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1174189,"threshold_uncertainty_score":0.3928053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03736397123319327,"score_gpt":0.276890216668708,"score_spread":0.2395262454355147,"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."}}