{"id":"W6886047917","doi":"10.14288/1.0441738","title":"The British Columbia Mining Journal","year":2024,"lang":"en","type":"article","venue":"Open Collections","topic":"Railway Systems and Materials Science","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mining industry; Government (linguistics); Work (physics); Field (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006681732,0.0006191251,0.0005682235,0.003918771,0.007622635,0.01020678,0.001145242,0.001804566,0.2987121],"category_scores_gemma":[0.003517549,0.0005185157,0.0002812709,0.007255407,0.001719044,0.001392124,0.001879575,0.002187831,0.08727564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01574718,"about_ca_system_score_gemma":0.04408664,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8093903,"about_ca_topic_score_gemma":0.9331659,"domain_scores_codex":[0.9988631,0.00006222592,0.0000548836,0.0001195676,0.0007016169,0.0001986775],"domain_scores_gemma":[0.9959645,0.0002411495,0.000105427,0.0002450456,0.002830265,0.0006135891],"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":[0.00001642102,0.00001454138,0.0008408345,0.00007130192,0.00000476416,0.00007536688,0.00009688085,0.00002809546,0.00008663456,0.003319077,0.9518359,0.04361016],"study_design_scores_gemma":[0.000001638553,0.000001546829,0.002320282,0.00007085635,0.000002332343,0.00002363583,0.0002902427,0.00002186116,0.0000346079,0.0003566442,0.9968717,0.000004753459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003617614,0.01680358,0.0001958261,0.02712341,0.007820368,0.00005460809,0.003989516,0.0002030042,0.940192],"genre_scores_gemma":[0.00617265,0.004170049,0.0001065273,0.001027893,0.0002836249,0.00001108795,0.0005718091,0.00006425035,0.9875922],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2987121,"threshold_uncertainty_score":0.9992914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009795716533744147,"score_gpt":0.2157189166491739,"score_spread":0.2059232001154297,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}