{"id":"W4245559819","doi":"10.1190/tle40020154.1","title":"Reviews","year":2021,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Computer science","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":[0.0007959536,0.0009779722,0.001055645,0.002879762,0.0006128139,0.003741629,0.001743716,0.001926741,0.4290096],"category_scores_gemma":[0.003704531,0.0003475043,0.0006549369,0.003051042,0.0005338857,0.00262992,0.001919391,0.001739075,0.3924327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001362901,"about_ca_system_score_gemma":0.002742898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00266296,"about_ca_topic_score_gemma":0.003323241,"domain_scores_codex":[0.999014,0.000100485,0.00007874021,0.0001759458,0.0005403827,0.00009032441],"domain_scores_gemma":[0.9982285,0.0002776911,0.0001072588,0.000175539,0.0009459318,0.0002651447],"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":[0.00002180959,0.00001631706,0.00004903321,0.0007758708,0.000006330534,0.00004329795,0.00002991366,0.00004155137,0.0002056112,0.002990146,0.8443676,0.1514526],"study_design_scores_gemma":[0.000001948307,0.000003653472,0.00004840321,0.000188156,0.000001802149,0.00004542692,0.000009543845,0.000002982514,0.00002026064,0.0003339974,0.9993424,0.000001393372],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000508242,0.2728013,0.002038175,0.02559515,0.05364981,0.0002310551,0.006915217,0.001485363,0.6367757],"genre_scores_gemma":[0.003151571,0.1956223,0.001877136,0.01522479,0.0168487,0.0001624687,0.007724941,0.0006523687,0.7587357],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5709904,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02071785325673237,"score_gpt":0.248271052598952,"score_spread":0.2275531993422196,"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."}}