{"id":"W4415619802","doi":"10.1007/979-8-8688-1856-1_19","title":"Paul Barrett","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shipbuilding; Government (linguistics); Officer; Work (physics); Shipyard; Order (exchange); Naval architecture","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":[],"consensus_categories":[],"category_scores_codex":[0.0001596202,0.0002250677,0.0003215578,0.00008094319,0.0007436238,0.00004453314,0.000376098,0.0003652019,0.0003642951],"category_scores_gemma":[0.00006174164,0.0002038763,0.0001698844,0.000007160698,0.0007225545,0.00002158743,0.0001980054,0.000303589,0.0001602546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007017245,"about_ca_system_score_gemma":0.0002712024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121198,"about_ca_topic_score_gemma":0.001254468,"domain_scores_codex":[0.9988126,0.00003359507,0.0002065107,0.000291368,0.0003327736,0.0003232191],"domain_scores_gemma":[0.9992558,0.0001656966,0.0001110943,0.0002995391,0.00005945866,0.0001084177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002732803,0.000001181727,0.000002950141,0.00002134339,0.00007021243,0.000008121322,0.002478505,1.797814e-8,1.594198e-7,0.7304175,0.2557934,0.01120386],"study_design_scores_gemma":[0.00005823277,0.000006388784,0.0000062873,0.0001618586,0.00006585433,2.619252e-7,0.0001505966,1.750028e-7,0.000004358341,0.1379812,0.8613722,0.0001925658],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[5.72833e-7,0.001487102,0.00002525257,0.002933523,0.0005634521,0.0002609139,0.00004387737,0.0001278407,0.9945574],"genre_scores_gemma":[0.004346,0.0003779668,0.00008267932,0.001017817,0.0009596065,0.00001930386,0.000003604998,0.00002308571,0.99317],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6055788,"threshold_uncertainty_score":0.8313834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0341022768391006,"score_gpt":0.3057837759440982,"score_spread":0.2716814991049976,"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."}}