{"meta":{"query_hash":"bac5642f343d","filters":{"venue":"Developments in petroleum science"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/bac5642f343d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Developments+in+petroleum+science"},"results":[{"id":"W3210146141","doi":"10.1016/b978-0-12-823954-4.00009-6","title":"Other enhanced oil recovery processes and future trends","year":2021,"lang":"en","type":"book-chapter","venue":"Developments in petroleum science","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Energi Simulation; University of Calgary","funders":"","keywords":"Petroleum engineering; Enhanced oil recovery; Wellbore; Process (computing); Process engineering; Engineering; Environmental science; Computer science","score_opus":0.007488087935992786,"score_gpt":0.21924805633807776,"score_spread":0.21175996840208497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3210146141","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0041778344,0.15677059,0.021503517,0.0019211121,0.0032715434,0.000078819045,0.00021027734,0.0003550934,0.8117112],"genre_scores_gemma":[0.010299788,0.11677902,0.013409675,0.00086775684,0.0007514057,0.000047140104,0.0002880997,0.00018000609,0.857377],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997372,0.00001953305,0.0000071838485,0.00003828013,0.00017562437,0.000022213802],"domain_scores_gemma":[0.99990237,0.00003525385,0.0000065318254,0.000011908453,0.000036216094,0.000007627459],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003266478,0.0007994926,0.00050718896,0.0013333827,0.0004824076,0.002241636,0.00092553394,0.0010473381,0.032620765],"category_scores_gemma":[0.00030336622,0.0003186259,0.0004733038,0.0017486005,0.00058750995,0.003456331,0.00079627795,0.0015610363,0.01233452],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007701841,0.00034411816,0.00007611161,0.0018963891,0.000015841772,0.00031008347,0.00018196847,0.003012316,0.029339375,0.18612029,0.08777411,0.6908524],"study_design_scores_gemma":[0.000004828411,0.000036008627,0.00010513448,0.00017264372,0.0000056458675,0.00026042157,0.000045613557,0.0008401027,0.0063553522,0.015289458,0.97687465,0.000010101484],"about_ca_topic_score_codex":0.00081667653,"about_ca_topic_score_gemma":0.0022039108,"teacher_disagreement_score":0.032620765,"about_ca_system_score_codex":0.00091498275,"about_ca_system_score_gemma":0.00059695635,"threshold_uncertainty_score":0.10912728},"labels":[],"label_agreement":null},{"id":"W3211276202","doi":"10.1016/b978-0-12-823954-4.00007-2","title":"Introduction to hybrid enhanced oil recovery processes","year":2021,"lang":"en","type":"book-chapter","venue":"Developments in petroleum science","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Energi Simulation; University of Calgary","funders":"","keywords":"Enhanced oil recovery; Petroleum engineering; Steam injection; Steam-assisted gravity drainage; Oil sands; Environmental science; Waste management; Engineering; Materials science","score_opus":0.0070108652450660515,"score_gpt":0.21602356964629266,"score_spread":0.2090127044012266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3211276202","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004143154,0.060946207,0.10738113,0.0010919014,0.0033819189,0.00015772159,0.00069075014,0.0012020256,0.8210051],"genre_scores_gemma":[0.009811802,0.034692194,0.022319742,0.0005597729,0.00042792415,0.00008395036,0.00043004847,0.00026734182,0.9314073],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998939,0.0000041144626,0.0000029731161,0.000018926818,0.00007099808,0.000008987079],"domain_scores_gemma":[0.9999583,0.000013773368,0.0000023952425,0.000005273186,0.000016712444,0.000003559187],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009658593,0.0006497428,0.00044137574,0.00073773053,0.00038801302,0.0009993151,0.0005602164,0.0005504975,0.052679032],"category_scores_gemma":[0.00012453148,0.00037330596,0.00032122518,0.0010676907,0.00030989,0.0015923779,0.00078207004,0.0013512688,0.021821685],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067941415,0.00017471306,0.000050469414,0.0013444714,0.000013202195,0.00022523744,0.00014869065,0.0036780068,0.06703964,0.11714846,0.1281034,0.6820059],"study_design_scores_gemma":[0.0000030036817,0.000025632247,0.00008086683,0.00008854944,0.000003895525,0.00021806825,0.000016268765,0.0010459801,0.008886355,0.010006421,0.97961676,0.00000830966],"about_ca_topic_score_codex":0.0004438478,"about_ca_topic_score_gemma":0.0011176309,"teacher_disagreement_score":0.052679032,"about_ca_system_score_codex":0.00043511653,"about_ca_system_score_gemma":0.00033878317,"threshold_uncertainty_score":0.17622894},"labels":[],"label_agreement":null},{"id":"W4245098363","doi":"10.1016/b978-0-444-64315-5.09996-4","title":"Foreword","year":2019,"lang":"en","type":"book-chapter","venue":"Developments in petroleum science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Natural Science Foundation of China; International S and T Cooperation Program of Sichuan Province; Alberta Innovates - Technology Futures; CMG Reservoir Simulation Foundation","keywords":"Philosophy","score_opus":0.019833023753718433,"score_gpt":0.25670864917014835,"score_spread":0.23687562541642992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245098363","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015299361,0.0056199376,0.0008686488,0.00627371,0.01949564,0.00008761954,0.0005358004,0.00028394905,0.9666817],"genre_scores_gemma":[0.00024759505,0.0010279438,0.0001508544,0.0008778895,0.0010856696,0.00001632042,0.00017097368,0.000071439565,0.9963511],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99950373,0.000047752794,0.000015521642,0.000057874637,0.00032739193,0.000047687718],"domain_scores_gemma":[0.99929464,0.000096452124,0.000023893164,0.000051655425,0.00040439598,0.00012886968],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045274012,0.0008502314,0.0005632612,0.002064017,0.0016683025,0.00386986,0.0010474205,0.001935158,0.4766695],"category_scores_gemma":[0.0017988202,0.00026759325,0.00041787646,0.0015262594,0.0005404411,0.0025498136,0.0018262063,0.0023075326,0.4487438],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005899888,0.000011012828,0.000013838549,0.000051635805,6.0602395e-7,0.000013778881,0.000019609586,0.000022076769,0.000080493584,0.0050803917,0.9419778,0.052722827],"study_design_scores_gemma":[7.8366185e-7,0.0000022512806,0.000026780104,0.0000395404,4.1919523e-7,0.000013868383,0.000015552987,0.000009060098,0.000027816935,0.00091887114,0.99894375,0.0000011785437],"about_ca_topic_score_codex":0.0039307466,"about_ca_topic_score_gemma":0.010926454,"teacher_disagreement_score":0.4766695,"about_ca_system_score_codex":0.0014722077,"about_ca_system_score_gemma":0.001933846,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W4316021749","doi":"10.1016/b978-0-323-99285-5.00010-7","title":"Rheology of upstream complex fluids","year":2023,"lang":"en","type":"book-chapter","venue":"Developments in petroleum science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Qatar National Research Fund; Qatar Foundation","keywords":"Rheology; Drilling fluid; Petroleum engineering; Slurry; Enhanced oil recovery; Emulsion; Geology; Engineering; Materials science; Mechanical engineering; Drilling; Chemical engineering; Composite material","score_opus":0.020972292516579425,"score_gpt":0.2206159184591094,"score_spread":0.19964362594253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4316021749","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03970066,0.08511116,0.16496393,0.0034568433,0.002671286,0.00007501097,0.00031180115,0.00061519345,0.70309424],"genre_scores_gemma":[0.189344,0.044595383,0.016140679,0.0005433445,0.0013427574,0.000056435176,0.0002712355,0.00025804085,0.747448],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99994016,0.000008568284,0.000002073495,0.000013390932,0.000029359655,0.0000065082504],"domain_scores_gemma":[0.9999286,0.000032477474,0.00000553116,0.000015060637,0.000012233952,0.0000060717502],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010856627,0.00045235877,0.00035940736,0.00046001244,0.00030410057,0.0013156214,0.00052222755,0.0005302967,0.008720093],"category_scores_gemma":[0.00030523454,0.00026393245,0.00019354413,0.00047953802,0.0010721541,0.0015627288,0.0008126515,0.0013039277,0.0017787878],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055042583,0.0000909842,0.0003940512,0.00060360593,0.000015472204,0.00037935944,0.00057955016,0.02216245,0.051156566,0.64753807,0.039927363,0.23709747],"study_design_scores_gemma":[0.000012947565,0.000079757105,0.0035735776,0.0003023789,0.000013883823,0.00068624923,0.00029431423,0.059511483,0.02456559,0.37325534,0.53764945,0.000055115255],"about_ca_topic_score_codex":0.00046841401,"about_ca_topic_score_gemma":0.0006284075,"teacher_disagreement_score":0.008720093,"about_ca_system_score_codex":0.0003415836,"about_ca_system_score_gemma":0.00023920243,"threshold_uncertainty_score":0.029171646},"labels":[],"label_agreement":null}]}