{"meta":{"query_hash":"4366133f7ab1","filters":{"venue":"Large marine ecosystems"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/4366133f7ab1","api":"https://metacan.xera.ac/api/v1/cohort?venue=Large+marine+ecosystems"},"results":[{"id":"W1530338466","doi":"10.1016/s1570-0461(02)80056-8","title":"4 Decadal changes in the Scotian Shelf large marine ecosystem","year":2002,"lang":"en","type":"book-chapter","venue":"Large marine ecosystems","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":46,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bedford Institute of Oceanography","funders":"","keywords":"Oceanography; Demersal fish; Pelagic zone; Demersal zone; Fishery; Capelin; Environmental science; Copepod; Biomass (ecology); Fishing; Biology; Crustacean; Geology; Fish <Actinopterygii>","score_opus":0.015118904183734754,"score_gpt":0.21657944501932225,"score_spread":0.20146054083558748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1530338466","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93768704,0.008072913,0.00088017073,0.0020390293,0.00027938257,0.000015414607,0.003037574,0.000047144913,0.047941465],"genre_scores_gemma":[0.9709237,0.0024393946,0.00039147868,0.00017995265,0.000039384875,0.000005098942,0.00087673694,0.000015097267,0.025129203],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9999653,0.000004176311,0.000002599499,0.000008263444,0.000009919198,0.00000974229],"domain_scores_gemma":[0.9998896,0.000017051396,0.00002377048,0.000008521403,0.000041733023,0.00001942286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012264628,0.00015219445,0.000067587156,0.0006224945,0.00032453053,0.00069108757,0.00022255509,0.00024430617,0.0020558028],"category_scores_gemma":[0.00043797752,0.0001034545,0.00018897053,0.0011828543,0.00028335906,0.0003392992,0.00032311873,0.0002579095,0.0001927844],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005169747,0.000072311836,0.6839105,0.00025173265,0.00027055282,0.0025755356,0.0029610426,0.03177986,0.010575225,0.0377415,0.04644394,0.18290086],"study_design_scores_gemma":[0.0000038521293,0.000018030918,0.9743232,0.00002454432,0.000023343244,0.00014386301,0.00052544265,0.0020098835,0.00026257845,0.0022174506,0.020438816,0.000008925892],"about_ca_topic_score_codex":0.32776067,"about_ca_topic_score_gemma":0.5898273,"teacher_disagreement_score":0.6722393,"about_ca_system_score_codex":0.0020694428,"about_ca_system_score_gemma":0.00077815313,"threshold_uncertainty_score":0.65170574},"labels":[],"label_agreement":null},{"id":"W1592204320","doi":"10.1016/s1570-0461(02)80055-6","title":"3 Changes to the large marine ecosystem of the Newfoundland-Labrador shelf","year":2002,"lang":"en","type":"book-chapter","venue":"Large marine ecosystems","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":55,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Fishing; Geography; Fishery; Settlement (finance); Fish stock; Fish <Actinopterygii>; Continental shelf; Commercial fishing; Marine ecosystem; Oceanography; Ecosystem; Ecology; Geology; Biology; Business","score_opus":0.014025720171541727,"score_gpt":0.21007936645627256,"score_spread":0.19605364628473085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1592204320","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50737935,0.04046604,0.0012057557,0.0135168815,0.0012270081,0.00004669821,0.006046101,0.00014281736,0.42996946],"genre_scores_gemma":[0.7325253,0.01736269,0.0013578366,0.0017472802,0.00027653304,0.00002008578,0.0015894031,0.000051127477,0.2450697],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9999398,0.0000056797517,0.0000022223294,0.000011443102,0.000012621263,0.000028164812],"domain_scores_gemma":[0.9998858,0.000016183956,0.000017402337,0.000005871029,0.00004940629,0.000025421099],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000107358064,0.00022867776,0.00009062947,0.00064899056,0.0011586049,0.0020433783,0.00042206162,0.0003341967,0.0055825347],"category_scores_gemma":[0.0003293313,0.00013147385,0.00025967121,0.0014196688,0.0007616175,0.0005987426,0.0005449316,0.00033505136,0.00033120063],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026816994,0.00009541208,0.2740125,0.00064072065,0.0001970756,0.0025573038,0.006592977,0.012994721,0.005400364,0.048496746,0.24331573,0.4054283],"study_design_scores_gemma":[0.000005150406,0.00002931118,0.71555614,0.0001799067,0.000072860654,0.00032009932,0.0039824694,0.0009133776,0.0005817432,0.0036035962,0.27472955,0.000025767853],"about_ca_topic_score_codex":0.8715729,"about_ca_topic_score_gemma":0.96231407,"teacher_disagreement_score":0.12842709,"about_ca_system_score_codex":0.009381926,"about_ca_system_score_gemma":0.003949288,"threshold_uncertainty_score":0.25836682},"labels":[],"label_agreement":null},{"id":"W1594869415","doi":"10.1016/s1570-0461(02)80043-x","title":"21 Spatial modelling of trophic interactions and fisheries impacts in coastal ecosystems: A case study of Sakumo Lagoon, Ghana","year":2002,"lang":"en","type":"book-chapter","venue":"Large marine ecosystems","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":14,"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 British Columbia","funders":"","keywords":"Trophic level; Ecosystem; Fishery; Fishing; Environmental science; Habitat; Fisheries management; Geography; Ecology; Biology","score_opus":0.03165151947968875,"score_gpt":0.23623035129771106,"score_spread":0.2045788318180223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1594869415","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9508321,0.0009541817,0.037041508,0.000770211,0.000029343446,0.000044934168,0.00049486925,0.0001138443,0.00971898],"genre_scores_gemma":[0.9846786,0.00062920176,0.010822635,0.000016552993,0.0000066321586,0.000029527226,0.0001320589,0.000024945195,0.0036598346],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999094,0.00004286111,0.0000064089063,0.00001425185,0.000009753932,0.00001723997],"domain_scores_gemma":[0.99952805,0.0003594243,0.00004234956,0.000015152335,0.000035182024,0.000019980758],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022366703,0.00046750807,0.00044120496,0.00034307537,0.00053529505,0.0011811492,0.00080832967,0.0006395967,0.0023883518],"category_scores_gemma":[0.0013565704,0.00036914667,0.0004457172,0.0012169622,0.00057613134,0.0008178549,0.00068172603,0.00036663117,0.00013290474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000549574,0.000041266765,0.019399853,0.00005526149,0.00002788728,0.00076265255,0.00030519033,0.9626139,0.00070030265,0.0043742354,0.0005464342,0.011118119],"study_design_scores_gemma":[0.000018890241,0.00003959004,0.006532946,0.000026034819,0.000037619287,0.00014414814,0.0009846756,0.98628426,0.00030839004,0.004138134,0.0014733766,0.000011906521],"about_ca_topic_score_codex":0.16022171,"about_ca_topic_score_gemma":0.15368336,"teacher_disagreement_score":0.16022171,"about_ca_system_score_codex":0.0015148058,"about_ca_system_score_gemma":0.0012456292,"threshold_uncertainty_score":0.31857818},"labels":[],"label_agreement":null}]}