{"id":"W7033572890","doi":"","title":"Risk benefit framework for using unmanned systems in industrial operations","year":2013,"lang":"en","type":"dissertation","venue":"RECERCAT (Consorci de Serveis Universitaris de Catalunya)","topic":"Twentieth Century Scientific Developments","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline transport; Pipeline (software); Task (project management); Ecological footprint; Environmental impact assessment; Order (exchange); Global warming; Work (physics)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007025073,0.0005507699,0.0006638872,0.001150964,0.001058544,0.0009199919,0.0007963742,0.0009828774,0.001347331],"category_scores_gemma":[0.0002776452,0.000643887,0.0002651275,0.0003965696,0.0001263495,0.0008586235,0.00008772434,0.001032252,0.000154574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001935628,"about_ca_system_score_gemma":0.0009688382,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01905493,"about_ca_topic_score_gemma":0.02017174,"domain_scores_codex":[0.9969469,0.0001894977,0.0007077516,0.0008525811,0.0003962185,0.000906993],"domain_scores_gemma":[0.9978744,0.0002516992,0.0004490664,0.0005856265,0.0005626318,0.0002766243],"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":[0.001696133,0.001361034,0.02237865,0.002541602,0.003604878,0.0001485928,0.3078659,0.0313754,0.0003938285,0.483275,0.1313819,0.01397711],"study_design_scores_gemma":[0.006567451,0.0003218486,0.007762142,0.004853932,0.002221232,0.00002503396,0.3177058,0.02898176,0.0005406768,0.008899536,0.617231,0.004889674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669134,0.0009100732,0.0003362045,0.00009722643,0.02314096,0.002395633,0.001825437,0.0001425199,0.004238554],"genre_scores_gemma":[0.54709,0.0006157375,0.009294962,0.0001612174,0.002228322,0.0003173942,0.02292668,0.0004092614,0.4169564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4858491,"threshold_uncertainty_score":0.9996012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05375932830623575,"score_gpt":0.257827134937483,"score_spread":0.2040678066312473,"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."}}