{"id":"W7139811056","doi":"","title":"Вдосконалення способу оцінки стану та прогнозування зношення спорядження породоруйнівного інструменту","year":2022,"lang":"en","type":"article","venue":"The Scientific Issues of Ternopil Volodymyr Hnatiuk National Pedagogical University Series pedagogy","topic":"Mining and Gasification Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nutrasource","funders":"","keywords":"Drilling; Mode (computer interface); Work (physics); Process (computing); Deep hole drilling; Power (physics); Amplitude","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001196243,0.0005200043,0.0004157499,0.002398225,0.001267751,0.003089138,0.0004848807,0.0007882193,0.04315559],"category_scores_gemma":[0.002263919,0.0006327125,0.0003930598,0.002409675,0.0014117,0.001203346,0.001348129,0.001350061,0.01595622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001045486,"about_ca_system_score_gemma":0.003149627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004838969,"about_ca_topic_score_gemma":0.006707751,"domain_scores_codex":[0.9989323,0.0001538255,0.00007588437,0.0001769906,0.0005322489,0.0001287205],"domain_scores_gemma":[0.9989458,0.0002226069,0.00009640282,0.0002099592,0.0004198457,0.0001053205],"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":[0.0002258501,0.0001031934,0.003417505,0.0007460617,0.00003681421,0.001371233,0.002680694,0.002553671,0.04572549,0.2326594,0.02309936,0.6873807],"study_design_scores_gemma":[0.00003353999,0.0001078575,0.007426783,0.0002454839,0.00004660058,0.001926027,0.001142301,0.001401452,0.01344208,0.03485079,0.9392639,0.0001131416],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07127559,0.02586091,0.3227173,0.00414542,0.003290881,0.000495336,0.001680683,0.001377278,0.5691566],"genre_scores_gemma":[0.4546266,0.02686585,0.2862933,0.0004689897,0.000791755,0.0007147257,0.001327127,0.001105325,0.2278064],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04315559,"threshold_uncertainty_score":0.1443698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0584465640027846,"score_gpt":0.2912199483826969,"score_spread":0.2327733843799124,"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."}}