{"id":"W6960919655","doi":"10.14288/1.0441740","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0003020425,0.00002804586,0.00005128763,0.000006409065,0.00550518,0.08176807,0.0002176029,0.00001738429,0.0004557465],"category_scores_gemma":[0.00001940303,0.00003107686,0.00002206938,0.0003910006,0.00001965123,0.0002219276,0.0000338784,0.00006580538,0.00001641443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004609248,"about_ca_system_score_gemma":0.00006066311,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.019875,"about_ca_topic_score_gemma":0.1497366,"domain_scores_codex":[0.9996098,0.00001523356,0.0001159542,0.00006574577,0.00006777393,0.0001254848],"domain_scores_gemma":[0.9998186,0.00004522546,0.00000710692,0.00006783295,0.0000211252,0.00004017059],"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":[1.51819e-7,0.000001153325,0.000002350431,0.000004215439,0.00001026178,0.00001118053,0.00003819332,0.000352065,0.0003082332,0.000005185262,0.99614,0.003127032],"study_design_scores_gemma":[0.00003985856,0.00001171486,0.00005440426,0.00007672072,0.000004244555,0.0006850379,0.0002042287,0.005907219,0.00003449545,0.0003940336,0.9925317,0.0000563576],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02437704,0.001747774,0.001552136,0.0001291839,0.01449167,0.0003591292,0.0000236781,0.0002765087,0.9570429],"genre_scores_gemma":[0.09053336,0.0002900219,0.000487924,0.00001188,0.0003304628,0.00007133686,3.99674e-7,0.00001838177,0.9082562],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1298616,"threshold_uncertainty_score":0.9957895,"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."}}