{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"a2674a489abf","filters":{"venue":"Techniques and instrumentation in analytical chemistry"}},"results":[{"id":"W1500930230","doi":"10.1016/s0167-9244(07)80005-9","title":"Chapter 3 Organic constituents","year":2007,"lang":"en","type":"book-chapter","venue":"Techniques and instrumentation in analytical chemistry","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Chemistry; Chromophore; Reagent; Biodegradation; Environmental chemistry; Absorption (acoustics); Wastewater; Organic molecules; Conjugated system; Organic chemistry; Photochemistry; Molecule; Environmental engineering; Polymer","authors":[{"name":"Catherine Gonzalez","is_ca":false},{"name":"Evelyne Touraud","is_ca":false},{"name":"Silvano Spinelli","is_ca":false},{"name":"Olivier Thomas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0181019434947062,"gpt":0.2690215935600765,"spread":0.2509196500653703,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001537941,0.001197281,0.0006005052,0.001387725,0.0008744169,0.001782493,0.001004253,0.0008120474,0.1782837],"category_scores_gemma":[0.0002698378,0.0004452685,0.000635973,0.001429305,0.0003172815,0.001449869,0.001336843,0.001463401,0.1066096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007063329,"about_ca_system_score_gemma":0.001095192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001459666,"about_ca_topic_score_gemma":0.00319205,"domain_scores_codex":[0.9997619,0.000008551027,0.000005740915,0.00004443131,0.0001577286,0.00002173416],"domain_scores_gemma":[0.9999276,0.00001059766,0.000004543551,0.00001010713,0.00003565453,0.0000114328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007156407,0.0001780942,0.0001559626,0.001514303,0.00001627888,0.0002475854,0.0002350685,0.001041277,0.04509749,0.03250206,0.3062275,0.6127129],"study_design_scores_gemma":[0.000002127507,0.00002393165,0.0001182975,0.0001003192,0.000005868216,0.00009949881,0.00002730699,0.00007640451,0.005527965,0.002901744,0.9911111,0.000005484268],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001917951,0.02749525,0.01620978,0.0008322138,0.003523222,0.0002477787,0.001578643,0.001156616,0.9470385],"genre_scores_gemma":[0.003095042,0.01460799,0.003705786,0.0004677887,0.0003660874,0.00007174794,0.001107451,0.0002745163,0.9763036],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1782837,"threshold_uncertainty_score":0.5964183,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1550788211","doi":"10.1016/s0167-9244(07)80013-8","title":"Chapter 11 UV spectra library","year":2007,"lang":"en","type":"book-chapter","venue":"Techniques and instrumentation in analytical chemistry","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Chemistry; Molar absorptivity; Spectral line; Absorbance; Benzene; Phenol; Ultraviolet; Analytical Chemistry (journal); Chromatography; Organic chemistry","authors":[{"name":"Sylvie Spinelli","is_ca":false},{"name":"Catherine Gonzalez","is_ca":false},{"name":"Olivier Thomas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02431263674881162,"gpt":0.266876330453386,"spread":0.2425636937045744,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003185193,0.001496296,0.00116892,0.003537246,0.001512648,0.003247877,0.002440221,0.001065624,0.4055209],"category_scores_gemma":[0.0006156145,0.0007744277,0.000804343,0.003338777,0.0003778232,0.003118296,0.001813192,0.002060743,0.3644454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007814714,"about_ca_system_score_gemma":0.001158602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00125175,"about_ca_topic_score_gemma":0.002732757,"domain_scores_codex":[0.9995883,0.0000188478,0.00000983068,0.00006628824,0.0002905414,0.00002622152],"domain_scores_gemma":[0.9997094,0.00004585041,0.00001030202,0.00004777415,0.0001539109,0.00003279485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004198472,0.0000927206,0.00006223714,0.0005479829,0.000007839302,0.00007955972,0.00008240145,0.0002711513,0.0110029,0.00718251,0.568276,0.4123527],"study_design_scores_gemma":[0.000003931619,0.0000137992,0.0001243423,0.00008690789,0.000005861225,0.0001604766,0.0000306707,0.0001595677,0.004601781,0.003449052,0.9913512,0.00001240795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"dataset","genre_scores_codex":[0.0007712987,0.0110615,0.03143825,0.0005461628,0.001486477,0.0001800384,0.004488774,0.008134112,0.9418934],"genre_scores_gemma":[0.00167661,0.006251356,0.008342752,0.0005095294,0.0002116847,0.0001147136,0.0038042,0.002244267,0.9768449],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.4055209,"threshold_uncertainty_score":0.8479522,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4210417003","doi":"10.1016/s0167-9244(00)80016-5","title":"Chapter 10 HPLC methods for the determination of mycotoxins and phycotoxins","year":2000,"lang":"en","type":"book-chapter","venue":"Techniques and instrumentation in analytical chemistry","topic":"Mycotoxins in Agriculture and Food","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Health Canada","funders":"","keywords":"Chemistry; High-performance liquid chromatography; Chromatography; Mycotoxin; Aflatoxin; Ochratoxin A; Derivatization; Food science","authors":[{"name":"James F. Lawrence","is_ca":true},{"name":"Peter Scott","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.023850048813903,"gpt":0.2992537632610511,"spread":0.2754037144471481,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002646036,0.001285137,0.0006985878,0.001459368,0.0005524963,0.001203758,0.001115373,0.0009429991,0.03469013],"category_scores_gemma":[0.0003149699,0.0007167838,0.0004987134,0.001347993,0.0002806607,0.001102746,0.0004914316,0.001888027,0.02667233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007306735,"about_ca_system_score_gemma":0.001083738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001237775,"about_ca_topic_score_gemma":0.003000425,"domain_scores_codex":[0.9995939,0.00001847148,0.00001409173,0.00006568669,0.0002865964,0.00002134431],"domain_scores_gemma":[0.9998399,0.00003985277,0.00001150786,0.000012976,0.00008123679,0.00001441935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009588822,0.0003180945,0.0002344478,0.001993595,0.00004652887,0.0002006951,0.0001228699,0.001215274,0.1699351,0.01019457,0.168915,0.646728],"study_design_scores_gemma":[0.00001569559,0.0001154212,0.001009301,0.000264825,0.00003084816,0.000648736,0.00002932273,0.0008570902,0.06423484,0.00495399,0.9278043,0.00003573075],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.009276935,0.2422293,0.2746694,0.002890665,0.01102597,0.001316832,0.004078951,0.00574272,0.4487692],"genre_scores_gemma":[0.011477,0.1244998,0.09336014,0.002034599,0.001146542,0.0005543181,0.003996596,0.0008044547,0.7621265],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03469013,"threshold_uncertainty_score":0.11605,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2730587290","doi":"10.1016/s0167-9244(07)80008-4","title":"Chapter 6 Physical and aggregate properties","year":2007,"lang":"en","type":"book-chapter","venue":"Techniques and instrumentation in analytical chemistry","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Chemistry; Wastewater; Fraction (chemistry); Particulates; Pollution; Pollutant; Settling; Colloid; Environmental chemistry; Organic matter; Adsorption; Sewage treatment; Environmental engineering; Environmental science; Chromatography; Organic chemistry","authors":[{"name":"M.-F. Pouët","is_ca":true},{"name":"Nathalie Azéma","is_ca":false},{"name":"Evelyne Touraud","is_ca":false},{"name":"Olivier Thomas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0345269348426864,"gpt":0.2738321978374634,"spread":0.239305262994777,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001838994,0.001083249,0.0007228963,0.001207752,0.0006273608,0.00140968,0.001020629,0.0007544168,0.1071019],"category_scores_gemma":[0.0003433501,0.0004529026,0.0006753706,0.001156621,0.0003029832,0.001524106,0.0009309066,0.001596299,0.05909906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005713821,"about_ca_system_score_gemma":0.000607675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008424143,"about_ca_topic_score_gemma":0.001553322,"domain_scores_codex":[0.9997572,0.0000103081,0.000008975821,0.00004418104,0.0001644173,0.00001489917],"domain_scores_gemma":[0.9998996,0.00001594116,0.000006164923,0.00001464201,0.00005515358,0.000008442241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004817254,0.0002303645,0.0002242896,0.001205274,0.00002022194,0.000124121,0.0002501062,0.002416456,0.02113744,0.06220181,0.4015192,0.5106226],"study_design_scores_gemma":[0.000002538371,0.00003605429,0.0003904004,0.0001482824,0.00001035014,0.0001400213,0.0000358241,0.0004201054,0.004298667,0.01312986,0.9813781,0.0000098538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003486191,0.05446919,0.04139857,0.001589263,0.005586048,0.000257141,0.001905023,0.001284674,0.8900239],"genre_scores_gemma":[0.005785455,0.0243093,0.007023294,0.0004085579,0.00077932,0.00011295,0.001433463,0.0003357883,0.9598119],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1071019,"threshold_uncertainty_score":0.3582914,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1590411668","doi":"10.1016/s0167-9244(07)80009-6","title":"Chapter 7 Natural water","year":2007,"lang":"en","type":"book-chapter","venue":"Techniques and instrumentation in analytical chemistry","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Natural (archaeology); Environmental science; Geography; Archaeology","authors":[{"name":"M.-F. Pouët","is_ca":true},{"name":"F. Théraulaz","is_ca":false},{"name":"Valérie Mesnage","is_ca":false},{"name":"Olivier Thomas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01217633582394076,"gpt":0.245515553686955,"spread":0.2333392178630142,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001414461,0.0006321725,0.0003145702,0.001086543,0.001094316,0.001547929,0.0008759184,0.0007018062,0.2278688],"category_scores_gemma":[0.0002758161,0.0002138141,0.0003443698,0.0009812261,0.0003959847,0.001371964,0.001157154,0.0007809711,0.07549578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001030706,"about_ca_system_score_gemma":0.001868653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006490858,"about_ca_topic_score_gemma":0.01692798,"domain_scores_codex":[0.9998413,0.00000804151,0.000004547138,0.00003066175,0.0001006032,0.00001480317],"domain_scores_gemma":[0.9999372,0.000006518723,0.000002797669,0.000006569774,0.00003651224,0.00001056554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003087278,0.00008332758,0.0001795394,0.000487054,0.000004133735,0.00009739185,0.0002740949,0.0003314338,0.006331999,0.04855271,0.5308776,0.4127498],"study_design_scores_gemma":[0.000001128072,0.000007361211,0.0001049746,0.00004334172,0.00000125247,0.00002694122,0.00003654053,0.00003101107,0.0004482324,0.002651543,0.9966453,0.000002236444],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00113681,0.008521099,0.004985394,0.001164691,0.002342088,0.0001757727,0.001256667,0.0004831084,0.9799344],"genre_scores_gemma":[0.002757939,0.005577229,0.002127273,0.0003929008,0.0002021313,0.00007746169,0.0009903483,0.0001168788,0.9877578],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2278688,"threshold_uncertainty_score":0.762297,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3113248704","doi":"10.1016/s0167-9244(07)80007-2","title":"Chapter 5 Mineral constituents","year":2007,"lang":"en","type":"book-chapter","venue":"Techniques and instrumentation in analytical chemistry","topic":"Radioactive element chemistry and processing","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Chemistry; Mineral; Environmental chemistry; Organic chemistry","authors":[{"name":"Benoît Roig","is_ca":false},{"name":"F. Théraulaz","is_ca":false},{"name":"Olivier Thomas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03154172367751209,"gpt":0.3014926963714709,"spread":0.2699509726939588,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001484774,0.0008199599,0.0005471263,0.001412029,0.0008939183,0.001662133,0.0009819368,0.0007771016,0.1179679],"category_scores_gemma":[0.0002606259,0.000399471,0.0004711144,0.001164972,0.0003963842,0.001564343,0.001194022,0.001451693,0.06480116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000759751,"about_ca_system_score_gemma":0.001058953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001326929,"about_ca_topic_score_gemma":0.003172277,"domain_scores_codex":[0.9998016,0.000007,0.000005801278,0.00003770637,0.0001342707,0.00001355981],"domain_scores_gemma":[0.9999319,0.000009233497,0.000004029106,0.000009326137,0.00003595212,0.000009396441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007750038,0.0001550483,0.0002106188,0.001586593,0.00001444598,0.0002394209,0.0003786529,0.001122737,0.03570313,0.08578708,0.2938972,0.5808277],"study_design_scores_gemma":[0.000001713049,0.0000152163,0.0001065477,0.00008484794,0.000004619321,0.0001143336,0.00003075578,0.00007776609,0.00358667,0.004682465,0.9912913,0.000003755446],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00211061,0.02537273,0.01588913,0.0008841426,0.003203944,0.0001760229,0.0009152818,0.0008534277,0.9505947],"genre_scores_gemma":[0.004962286,0.0127144,0.005827226,0.0003548806,0.0003658471,0.00005525528,0.000746792,0.0002622444,0.9747109],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1179679,"threshold_uncertainty_score":0.394642,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W202352811","doi":"10.1016/s0167-9244(07)80011-4","title":"Chapter 9 Industrial wastewater","year":2007,"lang":"en","type":"book-chapter","venue":"Techniques and instrumentation in analytical chemistry","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Effluent; Industrial wastewater treatment; Wastewater; Chemistry; Raw material; Petrochemistry; Waste management; Industrial water; Biodegradation; Sewage treatment; Raw water; Pulp and paper industry; Environmental science; Environmental engineering; Engineering; Organic chemistry","authors":[{"name":"Olivier Thomas","is_ca":true},{"name":"H. Decherf","is_ca":false},{"name":"Evelyne Touraud","is_ca":false},{"name":"Estelle Baurès","is_ca":true},{"name":"M.-F. Pouët","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05346635633980291,"gpt":0.2860965674048684,"spread":0.2326302110650655,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001630763,0.001084839,0.0005919535,0.001282575,0.0009079091,0.002458129,0.00112913,0.00120338,0.1460322],"category_scores_gemma":[0.0002407629,0.0004057741,0.0007676343,0.001281309,0.0002621066,0.001294212,0.00131393,0.001407231,0.08306019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008714388,"about_ca_system_score_gemma":0.001134201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001657185,"about_ca_topic_score_gemma":0.003092594,"domain_scores_codex":[0.9997047,0.00001282715,0.00001081074,0.00005777591,0.0001877006,0.0000262075],"domain_scores_gemma":[0.9999319,0.000007391575,0.000003713606,0.00000815409,0.00004113727,0.000007688748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007397206,0.000292834,0.0001462436,0.001413387,0.00001158357,0.0002796386,0.0002500517,0.0007384053,0.03295939,0.02632503,0.3187018,0.6188076],"study_design_scores_gemma":[0.000004489364,0.00003423994,0.0001563225,0.0001227484,0.000005180637,0.000145873,0.00004864413,0.0001065926,0.006868203,0.00309623,0.9894053,0.000006132559],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002412995,0.01783816,0.01747364,0.001195521,0.002791443,0.000275632,0.00143442,0.001405926,0.9551723],"genre_scores_gemma":[0.005356068,0.01008401,0.005224945,0.0006116405,0.0001957045,0.00008897064,0.001489505,0.0002216629,0.9767275],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1460322,"threshold_uncertainty_score":0.4885264,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}