{"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":"4948c4faf17a","filters":{"venue":"Journal of industrial safety."}},"results":[{"id":"W4400261253","doi":"10.1016/j.jinse.2024.100008","title":"Enhancing open stope stability prediction in mining engineering: Optimal configuration of an artificial neural network model","year":2024,"lang":"en","type":"article","venue":"Journal of industrial safety.","topic":"Tunneling and Rock Mechanics","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stability (learning theory); Artificial neural network; Excavation; Safety factor; Open-pit mining; Computer science; Function (biology); Feature (linguistics); Data mining; Mining engineering; Artificial intelligence; Machine learning; Engineering; Geotechnical engineering","authors":[{"name":"Alicja Szmigiel","is_ca":true},{"name":"Derek B. Apel","is_ca":true},{"name":"Jun Wang","is_ca":true},{"name":"Yuanyuan Pu","is_ca":false},{"name":"Łukasz Wojtecki","is_ca":false},{"name":"Yashar Pourrahimian","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04967852058542618,"gpt":0.2561038172384013,"spread":0.2064252966529751,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00112632,0.0007663359,0.000541335,0.0005358058,0.0002711526,0.0009361191,0.0009562683,0.001069731,0.0009323988],"category_scores_gemma":[0.002838932,0.0004100384,0.0004591538,0.0003762487,0.0003740352,0.0009856734,0.0006479615,0.0007356496,0.0001653673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007757313,"about_ca_system_score_gemma":0.0008397107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008997853,"about_ca_topic_score_gemma":0.008564532,"domain_scores_codex":[0.9997296,0.0001065343,0.00001655347,0.00007222562,0.00003673295,0.00003838523],"domain_scores_gemma":[0.9991518,0.0005396106,0.00007900021,0.00003332658,0.0001632895,0.00003299792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003295852,0.00003579201,0.001981857,0.00001142957,0.00001374428,0.00002277653,0.000009627531,0.9913936,0.0003409383,0.0002254685,0.00007917445,0.005852545],"study_design_scores_gemma":[0.000001082572,0.000009007113,0.0001333862,0.000001561245,0.000002437289,0.000001599621,0.000003309366,0.999621,0.00008256957,0.000129306,0.00001352498,0.000001144521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6661962,0.0004521061,0.3267756,0.0005643387,0.0000520806,0.0001095562,0.0001786629,0.0003474019,0.005324133],"genre_scores_gemma":[0.9838116,0.00008032054,0.01537952,0.00003338113,0.000007741323,0.00004678693,0.00007106674,0.00000758602,0.0005620609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008997853,"threshold_uncertainty_score":0.01789099,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408058725","doi":"10.1016/j.jinse.2025.02.001","title":"Discrete fracture network application to rock slope engineering","year":2025,"lang":"en","type":"article","venue":"Journal of industrial safety.","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Rocscience (Canada); McGill University","funders":"Mitacs","keywords":"Geology; Fracture (geology); Geotechnical engineering","authors":[{"name":"Elvis Karikari Mensah","is_ca":true},{"name":"R.E. Hammah","is_ca":true},{"name":"Hassan Basahel","is_ca":false},{"name":"Hani S. Mitri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005135824167492643,"gpt":0.2164860619213929,"spread":0.2113502377539003,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005153322,0.0003602406,0.0003814466,0.001015691,0.0003331079,0.0005533575,0.0006476642,0.0006559504,0.001674042],"category_scores_gemma":[0.001730352,0.0001752705,0.0004402557,0.001011512,0.000394826,0.000495527,0.0005461721,0.0004715523,0.0001354103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007667172,"about_ca_system_score_gemma":0.0005324366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01236122,"about_ca_topic_score_gemma":0.01263894,"domain_scores_codex":[0.9997897,0.00007967278,0.00001083786,0.00003919573,0.00006271253,0.00001797886],"domain_scores_gemma":[0.9991686,0.000571631,0.00007029143,0.00004711372,0.0001216023,0.00002070527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001282514,0.00002215486,0.002260395,0.00004965812,0.00001033437,0.00006468481,0.00003088862,0.9706406,0.001153939,0.007530828,0.0001198331,0.01810388],"study_design_scores_gemma":[0.000001172574,0.000008785765,0.0003639807,0.000006315591,0.000002097861,0.00003316067,0.00001860393,0.9954767,0.0002919599,0.003236169,0.0005580095,0.00000309796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1226344,0.0005530288,0.8690345,0.0002263316,0.00005396923,0.00008651329,0.0005592634,0.0002126175,0.006639505],"genre_scores_gemma":[0.8118576,0.0006633588,0.1846686,0.00002589458,0.00002594536,0.0001070583,0.0002925683,0.00003421215,0.002324802],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01236122,"threshold_uncertainty_score":0.02457857,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410579391","doi":"10.1016/j.jinse.2025.05.001","title":"Fiber-reinforced polymer (FRP) rockbolts and their potential application in low pH mines: A state-of-the-art literature review","year":2025,"lang":"en","type":"article","venue":"Journal of industrial safety.","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; GLS Industries (Canada); Université de Sherbrooke","funders":"","keywords":"Fibre-reinforced plastic; Polymer; State (computer science); Forensic engineering; Materials science; Engineering; Composite material; Computer science","authors":[{"name":"Girish Narayan Prajapati","is_ca":true},{"name":"Wenxue Chen","is_ca":true},{"name":"Hani S. Mitri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005015013778089173,"gpt":0.2219667471281062,"spread":0.216951733350017,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005684472,0.0006493868,0.0009324063,0.002584727,0.0002826556,0.00104498,0.0005375745,0.0008817654,0.002298045],"category_scores_gemma":[0.0008704815,0.0003182194,0.0006822785,0.002179346,0.0003205946,0.001053242,0.0004248344,0.0005530886,0.000563635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002952424,"about_ca_system_score_gemma":0.001264523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00117276,"about_ca_topic_score_gemma":0.00209219,"domain_scores_codex":[0.999706,0.00003500092,0.00004470773,0.00006326924,0.0001249277,0.00002615695],"domain_scores_gemma":[0.9992467,0.0004027601,0.0001695214,0.00001248198,0.0001473795,0.00002123274],"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":[0.00009330078,0.0001507571,0.001044359,0.08166522,0.0002085119,0.0005603275,0.000252498,0.001245011,0.01758965,0.003231337,0.005766147,0.8881928],"study_design_scores_gemma":[0.00001608734,0.0008364721,0.006018459,0.02042793,0.001257025,0.003761133,0.0007998893,0.001301316,0.02199597,0.002331659,0.9411551,0.00009892006],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002527923,0.9952766,0.0005419964,0.0001704655,0.00007862067,0.00001162094,0.00003985415,0.00000824912,0.001344715],"genre_scores_gemma":[0.007660585,0.9910771,0.0005609342,0.00007418704,0.0000703625,0.000009015887,0.0000392884,0.00000195493,0.0005067468],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002584727,"threshold_uncertainty_score":0.007687747,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403147596","doi":"10.1016/j.jinse.2024.100023","title":"A novel method for rock fracturing with soundless chemical demolition agents in subzero ambient temperature","year":2024,"lang":"en","type":"article","venue":"Journal of industrial safety.","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"McGill University","funders":"Natural Resources Canada; Milli Eğitim Bakanliği; Newmont Corporation","keywords":"Demolition; Hydraulic fracturing; Environmental science; Geology; Petroleum engineering; Geotechnical engineering; Materials science; Engineering; Civil engineering","authors":[{"name":"Elif Yapici Tanyeri","is_ca":true},{"name":"Hani S. Mitri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02648166571002804,"gpt":0.2790318069809594,"spread":0.2525501412709313,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001673204,0.0002511533,0.0001979187,0.0003419458,0.0001701744,0.0001864207,0.0002847831,0.0002020917,0.0008324154],"category_scores_gemma":[0.0001981906,0.0001622931,0.0001463951,0.0001710366,0.0003549026,0.0004142437,0.0002676928,0.0004300091,0.0002553147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001516839,"about_ca_system_score_gemma":0.0002547165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002809627,"about_ca_topic_score_gemma":0.00101069,"domain_scores_codex":[0.9998165,0.00001408775,0.00001027665,0.00004274854,0.000100434,0.00001600347],"domain_scores_gemma":[0.9998719,0.00002132027,0.00004730677,0.00002306177,0.00002418873,0.000012223],"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":[0.00003792655,0.00002193346,0.0002636687,0.00009646344,0.000003011343,0.0000394282,0.00003977918,0.0001722087,0.9889409,0.0002371517,0.00004258934,0.01010485],"study_design_scores_gemma":[0.00001436932,0.0004542239,0.001786495,0.000006699326,0.00001069812,0.0002701527,0.00002748157,0.001792209,0.9921139,0.00005830851,0.003454054,0.00001151162],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8299028,0.001982265,0.1635152,0.0001298373,0.00009769601,0.000225555,0.0001278107,0.0004052277,0.00361345],"genre_scores_gemma":[0.9157404,0.0008548382,0.0795009,0.00004174587,0.00001741643,0.0001078094,0.0001023298,0.00003524727,0.003599184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008324154,"threshold_uncertainty_score":0.002784669,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406689365","doi":"10.1016/j.jinse.2025.01.001","title":"Effect of mixing water temperature on the mechanical performance of soundless chemical demolition agents for rock breakage","year":2025,"lang":"en","type":"article","venue":"Journal of industrial safety.","topic":"Grouting, Rheology, and Soil Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Breakage; Demolition; Mixing (physics); Geotechnical engineering; Environmental science; Materials science; Composite material; Civil engineering; Geology; Engineering; Physics","authors":[{"name":"Patrick A. Darkoa","is_ca":true},{"name":"Hani S. Mitri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0131161784080871,"gpt":0.2356783524225591,"spread":0.222562174014472,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002716898,0.0003248623,0.0002235649,0.0002166287,0.0001811633,0.0002349545,0.0001570358,0.000203737,0.001249247],"category_scores_gemma":[0.0006175831,0.0001597825,0.0002194377,0.0002110524,0.0001795126,0.0003702703,0.0001671031,0.0004050109,0.0001890161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001232454,"about_ca_system_score_gemma":0.0001205694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004701528,"about_ca_topic_score_gemma":0.001145524,"domain_scores_codex":[0.9997752,0.00004136014,0.00002384018,0.00004210207,0.00007961967,0.00003790218],"domain_scores_gemma":[0.9996558,0.0000953707,0.0001190575,0.00002073527,0.00006499352,0.00004400857],"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":[0.000581413,0.00007588018,0.0008582327,0.00009736335,0.00001168259,0.00003631322,0.00006622491,0.0002461429,0.99463,0.00002476779,0.00004019768,0.003331637],"study_design_scores_gemma":[0.00001326806,0.00184938,0.009850285,0.00001011019,0.00003177445,0.00004160163,0.00009913737,0.0009328904,0.9863061,0.00001366893,0.0008377305,0.0000140667],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985065,0.0006324816,0.000365844,0.00001782604,0.00001424666,0.00001020819,0.00005562079,0.00001308137,0.0003841031],"genre_scores_gemma":[0.9982097,0.0003752616,0.000781352,0.00001618091,0.000005761971,0.00001343824,0.00006824436,0.00001035636,0.0005196214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001249247,"threshold_uncertainty_score":0.00417918,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}