{"meta":{"query_hash":"599b2c1096af","filters":{"venue":"Strategies for sustainability"},"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/599b2c1096af","api":"https://metacan.xera.ac/api/v1/cohort?venue=Strategies+for+sustainability"},"results":[{"id":"W2981152726","doi":"10.1007/978-3-030-19550-2_1","title":"Perspectives of Sustainability: Towards Design and Implementation","year":2019,"lang":"en","type":"book-chapter","venue":"Strategies for sustainability","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","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":"York University","funders":"","keywords":"Sustainability; Computer science; Architectural engineering; Engineering; Ecology; Biology","score_opus":0.020830310482115397,"score_gpt":0.29776994544771374,"score_spread":0.2769396349655983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981152726","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39985895,0.0034246303,0.022295957,0.006790859,0.0006701364,0.04806617,0.0013677496,0.0004664319,0.5170591],"genre_scores_gemma":[0.9232644,0.00028581845,0.0012817481,0.000047790243,0.000085030675,0.0004473206,0.00007907215,0.00012012342,0.07438871],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9968651,0.00009890613,0.0006910071,0.0011804395,0.00050518557,0.00065936055],"domain_scores_gemma":[0.997384,0.00038145547,0.0005510265,0.00087775034,0.00067976204,0.00012597106],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001286696,0.0005779935,0.0007673457,0.00008180164,0.00019074125,0.00009008076,0.0003848264,0.00040549337,0.0016812705],"category_scores_gemma":[0.0002902468,0.00057588925,0.00030383578,0.00009376459,0.0015760137,0.00056583167,0.00043647303,0.00029386015,0.0000050552935],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010623969,0.00020915488,0.0018351479,0.008064866,0.00016300255,0.000012045818,0.05282714,0.0014896049,0.000032112086,0.908913,0.001274664,0.024116877],"study_design_scores_gemma":[0.00048951106,0.0006583586,0.0012821067,0.000017267897,0.000092345224,0.0000026419877,0.30886698,0.00007964095,0.000044329274,0.67399925,0.0140432,0.00042438268],"about_ca_topic_score_codex":0.0008931908,"about_ca_topic_score_gemma":0.00036673172,"teacher_disagreement_score":0.52340543,"about_ca_system_score_codex":0.0040988126,"about_ca_system_score_gemma":0.0016806925,"threshold_uncertainty_score":0.99972427},"labels":[],"label_agreement":null},{"id":"W3168037101","doi":"10.1007/978-3-030-69325-1_14","title":"Underwater Noise from Shipping: A Special Case for the Arctic","year":2021,"lang":"en","type":"book-chapter","venue":"Strategies for sustainability","topic":"Marine animal studies overview","field":"Environmental Science","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":"World Wildlife Fund Canada","funders":"","keywords":"Arctic; Underwater; Environmental science; Oceanography; Sea ice; Marine ecosystem; Arctic ice pack; Climate change; Biodiversity; Ecosystem; Geology; Ecology","score_opus":0.031892444838612054,"score_gpt":0.26983257345267186,"score_spread":0.2379401286140598,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3168037101","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011400936,0.0021757493,0.0040921345,0.0068609593,0.0015188642,0.013352555,0.0009840654,0.00018060599,0.95943415],"genre_scores_gemma":[0.5424456,0.00031690107,0.0014046802,0.00089960865,0.0045961346,0.0017515448,0.00032044708,0.0002514253,0.44801366],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9975867,0.00003739806,0.0004996834,0.00096745713,0.00031011296,0.0005986266],"domain_scores_gemma":[0.9976957,0.0009310417,0.00021283446,0.000868155,0.00018631147,0.000105946565],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004564322,0.00052189303,0.000565148,0.000017901764,0.00064366177,0.00023611885,0.0004572306,0.0002623148,0.006591879],"category_scores_gemma":[0.00026571058,0.00038785607,0.00057814614,0.000047493428,0.00072789943,0.0002031048,0.0008543594,0.00034007084,0.000026325424],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011046211,0.00027229957,0.0022535154,0.0044761803,0.0012010889,0.0014337634,0.0032661757,0.0005258268,0.000008390254,0.90014106,0.026201632,0.059115432],"study_design_scores_gemma":[0.00027601776,0.00012805981,0.00051802234,0.0000195659,0.00022541656,0.00002418822,0.0046380884,0.00006243158,0.000002327703,0.5098523,0.48390853,0.00034507547],"about_ca_topic_score_codex":0.0070876805,"about_ca_topic_score_gemma":0.04626929,"teacher_disagreement_score":0.53104466,"about_ca_system_score_codex":0.0016365397,"about_ca_system_score_gemma":0.00027890352,"threshold_uncertainty_score":0.9998573},"labels":[],"label_agreement":null},{"id":"W4255092880","doi":"10.1007/978-3-030-19550-2","title":"Sustainability Perspectives: Science, Policy and Practice","year":2019,"lang":"en","type":"book","venue":"Strategies for sustainability","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Sustainability; Damages; Business; Environmental planning; Natural resource; Environmental economics; Production (economics); Environmental resource management; Natural resource economics; Environmental science; Economics; Political science","score_opus":0.007359674242896923,"score_gpt":0.2942603208826874,"score_spread":0.2869006466397905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255092880","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000616121,0.00009441629,0.00078854687,0.0062223473,0.00012914652,0.004659317,0.000045963676,0.00011588314,0.98732823],"genre_scores_gemma":[0.18530586,0.00005560637,0.00048468827,0.0001974508,0.00023154984,0.0002699548,0.000028085542,0.000055226767,0.81337154],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9959756,0.00010849988,0.00043410587,0.0016865046,0.0007680152,0.0010272759],"domain_scores_gemma":[0.9967381,0.00068453216,0.00029207586,0.0012049691,0.00082739687,0.00025295865],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002729644,0.00054312695,0.00051123917,0.00023246321,0.0005566687,0.00048544302,0.0007284167,0.00021351823,0.00023663566],"category_scores_gemma":[0.0059482367,0.000505413,0.00019899626,0.00053185964,0.0045921975,0.0015072413,0.0060637468,0.0003945705,0.000023089715],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00032162145,0.00021784531,0.00010703674,0.0015943942,0.0000395687,0.000010765974,0.0030623793,0.00022246415,0.0000032690266,0.9467992,0.011931182,0.035690267],"study_design_scores_gemma":[0.0002314806,0.00028558305,0.0005350723,0.000005952179,0.000052233863,0.0000061870915,0.05535758,0.00004169746,5.436083e-7,0.5521413,0.39101008,0.00033230404],"about_ca_topic_score_codex":0.0025549694,"about_ca_topic_score_gemma":0.00028578725,"teacher_disagreement_score":0.3946579,"about_ca_system_score_codex":0.0139766205,"about_ca_system_score_gemma":0.008061489,"threshold_uncertainty_score":0.99973977},"labels":[],"label_agreement":null}]}