{"meta":{"query_hash":"8008c3a78bc8","filters":{"venue":"Geography of the physical environment"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/8008c3a78bc8","api":"https://metacan.xera.ac/api/v1/cohort?venue=Geography+of+the+physical+environment"},"results":[{"id":"W4294080569","doi":"10.1007/978-3-031-07113-3_6","title":"Automated in Situ Water Quality Monitoring—Characterizing System Dynamics in Urban-Impacted and Natural Environments","year":2022,"lang":"en","type":"book-chapter","venue":"Geography of the physical environment","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","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":"Toronto and Region Conservation Authority","funders":"","keywords":"Geospatial analysis; Environmental science; Water quality; Turbidity; Water column; In situ; Software deployment; Hydrology (agriculture); Remote sensing; Environmental resource management; Geography; Meteorology; Computer science; Engineering; Ecology; Oceanography; Geology","score_opus":0.011970271262133155,"score_gpt":0.2226077551596845,"score_spread":0.21063748389755135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4294080569","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.057834357,0.0041014156,0.8661485,0.00055321,0.00025256607,0.000052876443,0.0009474964,0.0027695568,0.067340106],"genre_scores_gemma":[0.6466091,0.006405029,0.22977129,0.0002631463,0.0002763,0.00010452249,0.0019070192,0.0006414409,0.11402212],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99989545,0.000013772556,0.0000023650177,0.00003097106,0.00004915397,0.00000829353],"domain_scores_gemma":[0.999871,0.00007183348,0.000013766625,0.00001942724,0.000020278767,0.0000037329764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001343188,0.00037470524,0.00021349004,0.00034141724,0.00013247582,0.0007570931,0.00064161175,0.00041803208,0.0024354625],"category_scores_gemma":[0.00027294172,0.0002587178,0.00015598712,0.0007299933,0.00028102807,0.00088861573,0.00030335697,0.00028896632,0.0007401451],"study_design_candidate":"observational","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":[0.00006960596,0.00008272781,0.0043275333,0.00023869285,0.00003269916,0.00010256119,0.00019884869,0.09008011,0.048163217,0.016657844,0.023172887,0.81687325],"study_design_scores_gemma":[0.000010970519,0.00015361216,0.027279967,0.00008261873,0.000039300434,0.00061027077,0.00030560847,0.67964935,0.07169951,0.04164341,0.1784838,0.000041669606],"about_ca_topic_score_codex":0.003473979,"about_ca_topic_score_gemma":0.007864985,"teacher_disagreement_score":0.003473979,"about_ca_system_score_codex":0.00035467837,"about_ca_system_score_gemma":0.00021344912,"threshold_uncertainty_score":0.008147478},"labels":[],"label_agreement":null},{"id":"W4294405720","doi":"10.1007/978-3-031-04532-5_11","title":"Soil Piping: Problems and Prospects","year":2022,"lang":"en","type":"book-chapter","venue":"Geography of the physical environment","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":4,"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 Regina","funders":"","keywords":"Loess; Piping; Soil water; Erosion; Geology; Colluvium; Surface runoff; Environmental science; Soil science; Geotechnical engineering; Hydrology (agriculture); Geomorphology; Environmental engineering","score_opus":0.00598588543800451,"score_gpt":0.15077222261789525,"score_spread":0.14478633717989073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4294405720","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":[0.0042787474,0.20617141,0.016019884,0.01316072,0.0021344228,0.00003351459,0.00012031821,0.00017126795,0.75790966],"genre_scores_gemma":[0.071675904,0.2804616,0.010226906,0.0019352891,0.002151232,0.000069918075,0.00018700148,0.000121022655,0.63317114],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998598,0.000043572127,0.0000043902783,0.000023384258,0.000046407768,0.000022443257],"domain_scores_gemma":[0.9997795,0.000112672555,0.000010328786,0.00002010893,0.000051209794,0.00002607717],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045878126,0.00057821267,0.00063299085,0.000908565,0.00083464594,0.0029310975,0.001223665,0.0018724387,0.027446147],"category_scores_gemma":[0.00056771515,0.00031161067,0.00025621595,0.00239586,0.0028881594,0.004087565,0.0012747324,0.0012319555,0.003749736],"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":[0.00003336984,0.000081616636,0.0003032796,0.0004058117,0.0000036919841,0.00017605757,0.00024513577,0.0049013714,0.0003318275,0.67145634,0.06846231,0.25359914],"study_design_scores_gemma":[0.0000053978288,0.00003607134,0.00043826154,0.0002857463,0.000004278692,0.00020408888,0.0005028509,0.0014996309,0.00018749818,0.23260675,0.7642161,0.00001328112],"about_ca_topic_score_codex":0.0048938976,"about_ca_topic_score_gemma":0.0075337742,"teacher_disagreement_score":0.027446147,"about_ca_system_score_codex":0.001530866,"about_ca_system_score_gemma":0.0017388776,"threshold_uncertainty_score":0.091816545},"labels":[],"label_agreement":null}]}