{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"6a542016950f","filters":{"venue":"Gold Science and Technology"}},"results":[{"id":"W2381380165","doi":"","title":"Discussion on Quality Control of Basic Analysis Samples about Solid Mineral Exploration Abroad","year":2012,"lang":"en","type":"article","venue":"Gold Science and Technology","topic":"Geoscience and Mining Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Sample (material); Quality (philosophy); Sampling (signal processing); Sample preparation; Computer science; Control (management); Control sample; Process engineering; Environmental science; Mining engineering; Chemistry; Engineering; Chromatography; Artificial intelligence","authors":[{"name":"MA Li-xin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02350305505963719,"gpt":0.2923405690977122,"spread":0.268837514038075,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006916033,0.0001078482,0.0002553931,0.001132827,0.00009629364,0.00001496902,0.0003125769,0.0001425251,0.000008541621],"category_scores_gemma":[0.0002917287,0.00007417177,0.00003171477,0.002654022,0.0009011228,0.0003782506,0.00006134883,0.0001262496,0.000007588938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000312676,"about_ca_system_score_gemma":0.00002419406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002496037,"about_ca_topic_score_gemma":0.00004430898,"domain_scores_codex":[0.9989063,0.0000120131,0.0002278829,0.000222888,0.0002236665,0.0004072465],"domain_scores_gemma":[0.999409,0.00003165067,0.00006392814,0.0003525034,0.00008306112,0.00005984756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001184044,0.0001163899,0.1834323,0.00002958973,0.00006910357,0.00000112399,0.0008065825,0.0008225622,0.6285742,0.07099415,0.0003462156,0.114796],"study_design_scores_gemma":[0.002058113,0.000999483,0.4408146,0.0001165836,0.0004563438,0.0000260289,0.006335837,0.05536651,0.4673695,0.01581314,0.009289269,0.00135451],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989575,0.0001579442,0.008299286,0.001023627,0.0001672955,0.00008714481,0.000008028788,0.0002820337,0.0003995853],"genre_scores_gemma":[0.9991509,0.00004321458,0.0006877685,0.00003766363,0.00001585535,0.00002042006,0.000001873501,0.000004474159,0.00003782401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2573824,"threshold_uncertainty_score":0.3320225,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2353138369","doi":"","title":"The Development and Production Application of Point-action Automatic Sampler","year":2011,"lang":"en","type":"article","venue":"Gold Science and Technology","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"First Quantum Minerals (Canada)","funders":"","keywords":"Lever; Concentrator; Action (physics); Point (geometry); Production (economics); Computer science; Sampling (signal processing); Industrial engineering; Manufacturing engineering; Engineering; Mechanical engineering; Computer vision; Mathematics; Telecommunications","authors":[{"name":"Xiangyang Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02583746805124686,"gpt":0.2330056678267038,"spread":0.2071681997754569,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000225696,0.00002999427,0.00003349398,0.0000994047,0.0001157986,0.000008446319,0.00005876458,0.00002487839,4.400306e-7],"category_scores_gemma":[0.00004101907,0.00002121688,0.000001550797,0.0003315417,0.000239692,0.00009081965,0.00001858619,0.00003801032,9.845588e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001284964,"about_ca_system_score_gemma":0.00001257044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000436374,"about_ca_topic_score_gemma":0.00001572026,"domain_scores_codex":[0.9997135,0.000001193033,0.00007323436,0.00008058823,0.00005246119,0.00007899378],"domain_scores_gemma":[0.9998605,0.000004221567,0.00001993897,0.00007088155,0.000034284,0.00001020988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[4.975302e-7,0.000003502323,0.001448536,0.00003456071,0.000002090288,3.89239e-8,0.0005594286,0.000005404565,0.08268236,0.003153529,0.00002792996,0.9120821],"study_design_scores_gemma":[0.000152985,0.00006488353,0.04335422,0.00006041493,0.00001109889,0.0000638293,0.002369486,0.04360925,0.8838919,0.01963449,0.006542358,0.0002450281],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975796,0.0001114391,0.001452718,0.0001427471,0.00005620443,0.00005080398,4.722144e-8,0.0001096912,0.0004967232],"genre_scores_gemma":[0.9966136,0.00002102609,0.003322493,0.000001741633,0.000004509447,0.00001288738,8.240303e-8,0.000001825869,0.00002186827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9118371,"threshold_uncertainty_score":0.0890641,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2391617520","doi":"","title":"Discussion on the Relationship between Ophicarbonate and Gold Mineralization:An Example from Jinshuiquan Gold Deposit","year":2010,"lang":"en","type":"article","venue":"Gold Science and Technology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Ophiolite; Geology; Geochemistry; Mineralization (soil science); Carbonate; Earth science; Paleontology; Tectonics; Chemistry","authors":[{"name":"Nie Xiaoyong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03898027397654188,"gpt":0.2460533657201059,"spread":0.2070730917435641,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005391889,0.0001268607,0.0001257931,0.0001688851,0.0003674708,0.0001906139,0.001078869,0.000193666,0.00000441407],"category_scores_gemma":[0.0005719665,0.00007339017,0.00001182341,0.001140006,0.0008902624,0.0003658237,0.0004840539,0.0004007989,0.000004228562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001019772,"about_ca_system_score_gemma":0.00004593582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003147338,"about_ca_topic_score_gemma":0.0001507176,"domain_scores_codex":[0.9986616,0.00002974983,0.0001647253,0.0006160032,0.000243802,0.0002841433],"domain_scores_gemma":[0.9987028,0.0002492551,0.00008222827,0.0007655009,0.0001001828,0.0001000398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001893738,0.0000220719,0.2272839,0.000004092049,0.000003095868,0.000005140892,0.0005065688,0.000003241493,0.06665424,0.6912566,0.0002129871,0.01404617],"study_design_scores_gemma":[0.0004192642,0.000197859,0.4714868,0.00004891654,0.00001423082,0.00004613233,0.0003652221,0.01218281,0.02130899,0.4834534,0.01003494,0.0004414267],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589206,0.00002656876,0.001259129,0.03719734,0.0001093466,0.0001180094,0.000001586003,0.0001666706,0.002200736],"genre_scores_gemma":[0.9971604,0.000005236659,0.002007749,0.0002391803,0.00004893813,0.00001546932,0.000003445818,0.000002122875,0.0005174579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.244203,"threshold_uncertainty_score":0.3280209,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2378778782","doi":"","title":"Zinc Leaching Tail Slag Flotation Technology Optimization Study Preprocessing","year":2010,"lang":"en","type":"article","venue":"Gold Science and Technology","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"First Quantum Minerals (Canada)","funders":"","keywords":"Metallurgy; Leaching (pedology); Zinc; Sulfuric acid; Xanthate; Sulfur; Froth flotation; Adsorption; Beneficiation; Hydrometallurgy; Chemistry; Pulp and paper industry; Waste management; Materials science; Environmental science; Engineering; Inorganic chemistry","authors":[{"name":"Xiangyang Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007392819163449538,"gpt":0.2658331486531263,"spread":0.2584403294896768,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007724851,0.000124132,0.0001244817,0.0005787797,0.0004870567,0.0001031641,0.0004290288,0.0001625205,0.0001971233],"category_scores_gemma":[0.0004591023,0.0001145615,0.000009408973,0.002488015,0.001258928,0.0007016364,0.0002711415,0.0003088256,0.00004411643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004923468,"about_ca_system_score_gemma":0.00004298752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004640526,"about_ca_topic_score_gemma":0.0002205319,"domain_scores_codex":[0.9985791,0.00001618003,0.0002347677,0.000553033,0.000342657,0.0002742417],"domain_scores_gemma":[0.999376,0.00001396916,0.000117555,0.000344468,0.00009054699,0.00005747555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000004022701,0.0001375557,0.07293454,0.000003072699,0.0000024387,0.000003542783,0.0006324475,0.0004418379,0.7977886,0.00604964,0.00024186,0.1217605],"study_design_scores_gemma":[0.002414134,0.00186568,0.03865492,0.0000439214,0.00006929721,0.0003096026,0.008582235,0.3534637,0.5321226,0.04086874,0.01973066,0.001874483],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863296,0.00001224048,0.005566244,0.001723964,0.0001054784,0.0003662619,4.722093e-7,0.0005968234,0.005298958],"genre_scores_gemma":[0.9846012,0.000005626103,0.01482789,0.0001180227,0.00001245565,0.00006884836,0.000001275715,0.000008422266,0.0003562442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3530219,"threshold_uncertainty_score":0.4671684,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2348274756","doi":"","title":"The Strategy of Mineral Resources on Developed Countries","year":2004,"lang":"en","type":"article","venue":"Gold Science and Technology","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Mineral resource classification; Resource (disambiguation); Business; Natural resource economics; Mining industry; State (computer science); Mining engineering; Engineering; Computer science; Economics; Geology","authors":[{"name":"YU Youhua","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01146371024544801,"gpt":0.2152481061298311,"spread":0.2037843958843831,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001899699,0.00004538567,0.00006077078,0.0001100158,0.00008659399,0.00002455026,0.000227664,0.00004931028,0.000001134248],"category_scores_gemma":[0.0000296775,0.00003219819,0.000004620328,0.0002622327,0.0006568842,0.00004679187,0.00003627174,0.00006335058,0.000002702176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002601651,"about_ca_system_score_gemma":0.00003708022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009050223,"about_ca_topic_score_gemma":0.00003767353,"domain_scores_codex":[0.9996281,8.068679e-7,0.00008814221,0.00008306606,0.00005262093,0.0001472885],"domain_scores_gemma":[0.9997928,0.00001233679,0.0000166722,0.0001326196,0.00003131301,0.00001427182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001059684,0.00001316573,0.001481663,0.00002463187,0.00001275906,0.000005464856,0.0005438599,0.002221298,0.02453493,0.8865909,0.001585888,0.08297483],"study_design_scores_gemma":[0.00100927,0.001014046,0.01014874,0.0001564007,0.00001424964,0.0001108991,0.002833398,0.007169771,0.5267023,0.1625533,0.2874921,0.000795497],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950712,0.0001401302,0.00004745699,0.0006503222,0.00003988986,0.00003710712,0.000001096706,0.0001486556,0.003864167],"genre_scores_gemma":[0.9989335,0.0001969786,0.0007971593,0.00002045765,0.000005825017,0.000004771218,7.27327e-8,0.000003112084,0.00003815016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7240376,"threshold_uncertainty_score":0.2420317,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}