{"id":"W4381433299","doi":"10.1088/1755-1315/1204/1/011001","title":"Preface","year":2023,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Library science; Session (web analytics); Beijing; Political science; Work (physics); Engineering; Business; Computer science; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001033864,0.00007706201,0.00005737169,0.00005626071,0.0001442642,0.0000591188,0.0001071927,0.00002114829,0.0001186321],"category_scores_gemma":[0.000005342785,0.00007140671,0.000009052683,0.0001995615,0.0005182626,0.0004595226,0.00006600761,0.00005746117,0.0001162942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009503601,"about_ca_system_score_gemma":0.000007552863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000491315,"about_ca_topic_score_gemma":0.000004290074,"domain_scores_codex":[0.999391,0.00000364774,0.00006644417,0.0001741295,0.0001461545,0.0002186763],"domain_scores_gemma":[0.9997808,0.000003388467,0.000007531588,0.0001169402,0.00000271314,0.00008867715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000004374248,0.000007025273,0.0008530241,0.00001993157,0.000003162327,0.000004473217,0.0006568234,0.000310079,0.7717304,0.0004678126,0.0003620146,0.2255809],"study_design_scores_gemma":[0.00004615521,0.00005099198,0.05889633,0.000006739796,0.000001507037,0.00001539742,0.0004488939,0.0009720858,0.9243272,0.000465145,0.01462509,0.0001444381],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944932,0.00005879137,0.00002149665,0.0001412596,0.0001346887,0.00005457872,0.000008882986,0.0004390932,0.004647977],"genre_scores_gemma":[0.9971256,0.001098315,0.0003371072,0.00001716894,0.00001989401,0.00000809848,0.000004229723,0.000005237151,0.001384313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2254365,"threshold_uncertainty_score":0.2911881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01060348885892867,"score_gpt":0.193402221300868,"score_spread":0.1827987324419394,"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."}}