{"id":"W4250597924","doi":"10.1190/tle38110893.1","title":"Reviews","year":2019,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001460791,0.001280039,0.001219832,0.003818493,0.0007346306,0.00421593,0.002407705,0.002423384,0.2012781],"category_scores_gemma":[0.007278851,0.000495517,0.000925161,0.003108376,0.0008633951,0.003681434,0.001897112,0.00265733,0.1831087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001788265,"about_ca_system_score_gemma":0.003598033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002234245,"about_ca_topic_score_gemma":0.003275572,"domain_scores_codex":[0.9984123,0.0002124497,0.0001507599,0.0002759445,0.0008218147,0.0001266627],"domain_scores_gemma":[0.9966152,0.0008610064,0.0002510359,0.0002601062,0.001581899,0.0004307059],"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":[0.00003016539,0.00002140406,0.0000693328,0.001671196,0.00001435458,0.00006986513,0.00006039655,0.00008854162,0.0002645047,0.00474666,0.7687402,0.2242234],"study_design_scores_gemma":[0.000001836626,0.000004699018,0.00005138622,0.000326266,0.000003176087,0.0001040193,0.00001453681,0.000005917211,0.00003212188,0.0006538148,0.9987992,0.000002917637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0004210676,0.7311319,0.002947089,0.02870442,0.05542295,0.0001196734,0.002381802,0.0007942712,0.1780769],"genre_scores_gemma":[0.003499062,0.670796,0.003417853,0.01921521,0.03409757,0.0001712454,0.004219053,0.0005602578,0.2640236],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7987219,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03228431386576795,"score_gpt":0.2901577560414582,"score_spread":0.2578734421756902,"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."}}