{"id":"W7043805679","doi":"","title":"SYSTEM MANAGEMENT «RAIL TRANSPORT SERVICE DISPATCHER – PRODUCTION ENVIRONMENT» BASED ON SYSTEMS IDEOLOGY AND SYSTEMS ANALYSIS","year":2023,"lang":"uk","type":"article","venue":"The Scientific Issues of Ternopil Volodymyr Hnatiuk National Pedagogical University Series pedagogy","topic":"Technology and Human Factors in Education and Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Task (project management); Production (economics); Work (physics); Normative; Reliability (semiconductor); Service (business); Work systems","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":[0.002608434,0.0007326147,0.0007148164,0.001632651,0.001042595,0.004604217,0.000835095,0.000873592,0.002721868],"category_scores_gemma":[0.002247008,0.0002141177,0.000883747,0.001306245,0.001734686,0.002102478,0.001895129,0.001197259,0.0004844179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002864322,"about_ca_system_score_gemma":0.004286195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003340899,"about_ca_topic_score_gemma":0.002069006,"domain_scores_codex":[0.9971862,0.001315753,0.0001642396,0.0004432187,0.0007497062,0.0001407233],"domain_scores_gemma":[0.9985643,0.0006845741,0.0001924225,0.00009794538,0.0003861219,0.00007471514],"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":[0.00008920152,0.0001759487,0.006244977,0.001099802,0.0003419528,0.0005507385,0.002707882,0.1230113,0.005243456,0.633572,0.009633695,0.2173291],"study_design_scores_gemma":[0.00006456706,0.0003276512,0.007119911,0.0005299533,0.0001759972,0.0003723529,0.001543668,0.5590346,0.003004933,0.3348177,0.09287683,0.0001317813],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01621432,0.002351352,0.9431078,0.004108205,0.0002986051,0.0005773255,0.0001863457,0.0009893769,0.03216673],"genre_scores_gemma":[0.6546605,0.002987914,0.3315139,0.0005266362,0.0005027494,0.0009902224,0.0004691494,0.0000861562,0.008262777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004604217,"threshold_uncertainty_score":0.02078217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06877023479742053,"score_gpt":0.3286420394999688,"score_spread":0.2598718047025482,"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."}}