{"id":"W7130431399","doi":"10.69894/20210212","title":"Back to school …","year":2021,"lang":"en","type":"article","venue":"Oil IT Journal.","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software; Analytics; Field (mathematics); Upstream (networking); Work (physics); Train","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":[],"category_scores_codex":[0.0007773978,0.001408363,0.0008454275,0.001000006,0.006127419,0.006352066,0.001374837,0.002692941,0.7657071],"category_scores_gemma":[0.00305679,0.0006729394,0.0007240832,0.0007635025,0.0009273174,0.00470243,0.006551119,0.00596437,0.7077743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001616394,"about_ca_system_score_gemma":0.003902237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01072304,"about_ca_topic_score_gemma":0.02278507,"domain_scores_codex":[0.9990953,0.00009360387,0.00002531505,0.0001483138,0.000302172,0.0003352278],"domain_scores_gemma":[0.9972075,0.00004351592,0.00005784292,0.000105705,0.0008993951,0.001685994],"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":[0.00002020137,0.00004099902,0.0002066557,0.00002534423,0.00000113061,0.00004659726,0.0001450525,0.000009301968,0.00005489164,0.001015432,0.9721519,0.02628253],"study_design_scores_gemma":[0.000003830172,0.00001438382,0.0003481169,0.00004921259,8.75615e-7,0.0000358941,0.000392212,0.000008272839,0.00003390881,0.0003266704,0.9987821,0.000004577978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002670199,0.003566734,0.001293365,0.09155079,0.02543488,0.0002816831,0.00379738,0.003319771,0.8680851],"genre_scores_gemma":[0.003451217,0.0007902047,0.0002817844,0.007734216,0.0007304694,0.00005343155,0.0005723012,0.0002695337,0.9861169],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7657071,"threshold_uncertainty_score":0.3341904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0228030579763045,"score_gpt":0.2861661243376817,"score_spread":0.2633630663613772,"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."}}