{"meta":{"query_hash":"bbb77bc2cd13","filters":{"venue":"Cambridge Prisms Coastal Futures"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/bbb77bc2cd13","api":"https://metacan.xera.ac/api/v1/cohort?venue=Cambridge+Prisms+Coastal+Futures"},"results":[{"id":"W4309007273","doi":"10.1017/cft.2022.5","title":"Impacts of tourism on coastal areas","year":2022,"lang":"en","type":"article","venue":"Cambridge Prisms Coastal Futures","topic":"Cruise Tourism Development and Management","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"Australian Research Council","keywords":"Tourism; Coastal management; Livelihood; Context (archaeology); Geography; Sustainable tourism; Environmental resource management; Integrated coastal zone management; Tourism geography; Panacea (medicine); Environmental planning; Economic impact analysis; Ecotourism; Business; Agriculture; Economics; Coastal zone; Ecology","score_opus":0.013175414944842917,"score_gpt":0.2643166476407139,"score_spread":0.25114123269587096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309007273","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8378518,0.00022229158,0.00017749408,0.0031291647,0.001891711,0.000693131,0.00014991147,0.00017298684,0.15571149],"genre_scores_gemma":[0.9819767,0.00008862805,0.0001726021,0.00053885934,0.000503013,0.00006037241,0.000071322116,0.000024548335,0.016563937],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975737,0.00022231932,0.00031178875,0.0003229239,0.0010645937,0.00050471764],"domain_scores_gemma":[0.99915516,0.00010065146,0.000202089,0.0002679574,0.00007198354,0.00020213665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007593986,0.00019587799,0.00025781713,0.00021948021,0.0010612106,0.000064242166,0.00047000014,0.00005676052,0.00067599583],"category_scores_gemma":[0.00010882597,0.00020143965,0.0001517273,0.0003993178,0.00018077607,0.00012879922,0.0005711716,0.0002835403,0.000028665074],"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":[0.00041696717,0.00052998244,0.005119893,0.000050712588,0.0001396682,0.00023020824,0.01616947,0.00012657468,0.0012156485,0.10550124,0.8415521,0.028947573],"study_design_scores_gemma":[0.0009691331,0.00035708226,0.055505265,0.00002600966,0.000040600924,0.0000047656013,0.025335591,0.000013580412,0.0014240689,0.00063482637,0.91519696,0.0004921498],"about_ca_topic_score_codex":0.0037372278,"about_ca_topic_score_gemma":0.0021966225,"teacher_disagreement_score":0.1441249,"about_ca_system_score_codex":0.0001086642,"about_ca_system_score_gemma":0.00028677093,"threshold_uncertainty_score":0.821447},"labels":[],"label_agreement":null},{"id":"W4311238576","doi":"10.1017/cft.2022.7","title":"The unique value proposition for using drones to map coastal ecosystems","year":2022,"lang":"en","type":"article","venue":"Cambridge Prisms Coastal Futures","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Drone; Context (archaeology); Environmental resource management; Grassroots; Sustainability; Value proposition; Ecosystem; Geography; Environmental planning; Business; Ecology; Environmental science; Politics; Political science","score_opus":0.009716293709064051,"score_gpt":0.21788823225106624,"score_spread":0.2081719385420022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311238576","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9378461,0.00047332115,0.04263703,0.0025069849,0.005215039,0.002732938,0.005304549,0.00019877114,0.0030852335],"genre_scores_gemma":[0.9919689,0.00000923288,0.0018101492,0.00039243867,0.0005802407,0.000059037164,0.0012537608,0.000018897701,0.0039072973],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982578,0.00016263347,0.00030868448,0.00037339146,0.00039199708,0.00050550676],"domain_scores_gemma":[0.999164,0.00018596981,0.00012127785,0.0002673995,0.00008196933,0.00017938142],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005338153,0.00022488176,0.0002034073,0.00008951901,0.001926396,0.00019430922,0.00040342085,0.000046485537,0.000075293356],"category_scores_gemma":[0.000035359062,0.00017116693,0.00013666629,0.00023876283,0.000064035245,0.00014953259,0.0002753947,0.00023007301,0.000016994742],"study_design_candidate":"simulation_or_modeling","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":[0.0056787124,0.00040895765,0.043360777,0.00084891886,0.00045490873,0.00023797681,0.003039884,0.2551626,0.011694477,0.108013645,0.10122365,0.4698755],"study_design_scores_gemma":[0.0012340792,0.0021047546,0.024672568,0.000049520426,0.00010581593,0.00046700926,0.009458231,0.50044966,0.00084329746,0.002774114,0.45661354,0.0012274146],"about_ca_topic_score_codex":0.007964275,"about_ca_topic_score_gemma":0.026811872,"teacher_disagreement_score":0.4686481,"about_ca_system_score_codex":0.000027918755,"about_ca_system_score_gemma":0.00017708934,"threshold_uncertainty_score":0.99937296},"labels":[],"label_agreement":null},{"id":"W4318198020","doi":"10.1017/cft.2023.4","title":"Blue justice: A review of emerging scholarship and resistance movements","year":2023,"lang":"en","type":"review","venue":"Cambridge Prisms Coastal Futures","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":76,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Victoria; Brock University","funders":"Fondation pour la Recherche sur la Biodiversite","keywords":"Scholarship; Grassroots; Injustice; Economic Justice; Environmental justice; Oppression; Context (archaeology); Environmental ethics; Political science; Resistance (ecology); Sociology; Criminology; Law; Politics; Geography; Biology; Ecology","score_opus":0.03177433752423955,"score_gpt":0.3093416871483183,"score_spread":0.27756734962407875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318198020","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000129369955,0.97965866,0.00007520744,0.00008844848,0.00040962262,0.0013223938,0.0001789464,0.00008908846,0.018164663],"genre_scores_gemma":[0.0000032341875,0.9765468,0.00033210553,0.00030422592,0.00013788698,0.00015296339,0.0001568735,0.000078780766,0.022287099],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968788,0.00017586007,0.0009462321,0.0008016208,0.00071535836,0.0004821459],"domain_scores_gemma":[0.9983922,0.000111794805,0.00061138417,0.00066669757,0.00002371286,0.00019418026],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007840432,0.00056869455,0.0014016428,0.0001248145,0.00019175334,0.000055202556,0.0006114621,0.00014278742,0.00020360883],"category_scores_gemma":[0.00025291636,0.0004783188,0.00036193462,0.0007429254,0.00019239791,0.00018186393,0.0068124738,0.0004569639,0.00022377155],"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":[0.0000059207787,0.000034074917,0.000006316133,0.20307122,0.000095790805,0.000044867407,0.00002352046,5.670726e-7,0.000002514145,0.0006271201,0.03410916,0.7619789],"study_design_scores_gemma":[0.00011879455,0.000030007874,0.00014460724,0.060746577,0.0008663441,0.000007839607,0.000044441287,0.0000012792923,0.0000019389317,0.00013738342,0.9374671,0.00043369233],"about_ca_topic_score_codex":0.00009689661,"about_ca_topic_score_gemma":0.00018838566,"teacher_disagreement_score":0.9033579,"about_ca_system_score_codex":0.000104848375,"about_ca_system_score_gemma":0.000042954838,"threshold_uncertainty_score":0.9997668},"labels":[],"label_agreement":null},{"id":"W4376139985","doi":"10.1017/cft.2023.16","title":"Benefits of genetic data for spatial conservation planning in coastal habitats","year":2023,"lang":"en","type":"article","venue":"Cambridge Prisms Coastal Futures","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Université Laval","funders":"Agence Nationale de la Recherche","keywords":"Biodiversity; Biological dispersal; Environmental resource management; Habitat; Aquatic biodiversity research; Marine spatial planning; Geography; Environmental planning; Measurement of biodiversity; Ecology; Biodiversity conservation; Environmental science; Biology; Population","score_opus":0.03848045232213668,"score_gpt":0.25553232539187976,"score_spread":0.21705187306974308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4376139985","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99564177,0.00013249383,0.0009603438,0.00028484652,0.00025749308,0.00049457804,0.0018619092,0.000051273306,0.00031530712],"genre_scores_gemma":[0.9924488,0.000081266924,0.0059388494,0.00015262334,0.00007988801,0.000028177798,0.00096259045,0.000020795505,0.00028702116],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99850506,0.000034767996,0.0003015273,0.00047559963,0.00034271844,0.00034034727],"domain_scores_gemma":[0.999231,0.00015485722,0.00012896984,0.00041491858,0.0000074815116,0.000062810635],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023577128,0.00017880052,0.00022073867,0.000077143784,0.00016716776,0.000017168528,0.00048395793,0.00007900936,0.000033148717],"category_scores_gemma":[0.00011744156,0.0001879591,0.000046776306,0.00024707508,0.00028806512,0.00021447284,0.0016791088,0.00009970976,0.000086440836],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009138518,0.000058508045,0.93230516,0.000041321495,0.000019154466,0.000010036757,0.00048499496,0.0057576825,0.0059864023,0.000020620852,0.048195142,0.0070296107],"study_design_scores_gemma":[0.00063312537,0.00011427829,0.9913044,0.000031147294,0.000018584275,0.0000029442945,0.0007658079,0.00287244,0.0019249724,0.00002818846,0.0021093113,0.00019479981],"about_ca_topic_score_codex":0.001484924,"about_ca_topic_score_gemma":0.0016557903,"teacher_disagreement_score":0.05899926,"about_ca_system_score_codex":0.000046043635,"about_ca_system_score_gemma":0.000006609305,"threshold_uncertainty_score":0.76647496},"labels":[],"label_agreement":null},{"id":"W4409401196","doi":"10.1017/cft.2025.7","title":"Monitoring climate change impacts, Indigenous livelihoods and adaptation: Perspectives from Inuit community of Hopedale, Nunatsiavut, Canada","year":2025,"lang":"en","type":"article","venue":"Cambridge Prisms Coastal Futures","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Geoscience BC; Queen's University; Nunavut Research Institute; Government of Nunavut","funders":"Natural Environment Research Council; University of Cambridge","keywords":"Livelihood; Indigenous; Climate change adaptation; Climate change; Adaptation (eye); Geography; Environmental resource management; Environmental planning; Political science; Environmental protection; Environmental science; Oceanography; Ecology; Archaeology; Agriculture; Geology; Psychology","score_opus":0.03570349416962835,"score_gpt":0.32980076549507026,"score_spread":0.2940972713254419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409401196","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9817381,0.011161127,0.000030358426,0.00047149157,0.0015591452,0.0010683051,0.0010013414,0.00005292976,0.002917214],"genre_scores_gemma":[0.9938227,0.0044033905,0.00031512685,0.0004173362,0.0006246522,0.00015688578,0.000042821215,0.00002495805,0.00019214777],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99760246,0.00051992113,0.0005281593,0.00025980218,0.00018835363,0.0009012802],"domain_scores_gemma":[0.9981909,0.00062371214,0.00031190604,0.00034618174,0.00039750803,0.00012983468],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00049411017,0.00025648726,0.000512177,0.00012304791,0.0048184656,0.000014417379,0.00024688922,0.00021819505,0.000028434979],"category_scores_gemma":[0.0001906777,0.00024124376,0.00005419997,0.00021779456,0.00012554109,0.0001131184,0.0008087559,0.000983312,0.000003601849],"study_design_candidate":"qualitative","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":[0.00022958018,0.00013728446,0.2755185,0.0006755092,0.00027038346,0.000023156503,0.70512676,0.0000036347135,0.0003225593,0.0009932951,0.001883715,0.014815586],"study_design_scores_gemma":[0.00043009428,0.00010268332,0.55518526,0.00020154541,0.000045066514,0.0000011278775,0.44299668,0.000012316167,0.00008226719,0.000039730683,0.00076572277,0.00013749347],"about_ca_topic_score_codex":0.9289376,"about_ca_topic_score_gemma":0.97605693,"teacher_disagreement_score":0.27966675,"about_ca_system_score_codex":0.00055162754,"about_ca_system_score_gemma":0.0014910791,"threshold_uncertainty_score":0.9964771},"labels":[],"label_agreement":null}]}