{"id":"W2608260482","doi":"","title":"Shallow to Deepwater Facilities And Flow Assurance Challenges In Offshore Newfoundland","year":2004,"lang":"en","type":"article","venue":"The Fourteenth International Offshore and Polar Engineering Conference","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Submarine pipeline; Flow assurance; Geology; Oceanography; Marine engineering; Business; Fishery; Engineering","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":[0.00015403,0.0002717529,0.0002284134,0.000222523,0.0000387619,0.0001076774,0.0003237534,0.0001070256,0.00001409403],"category_scores_gemma":[0.0000658078,0.0002240274,0.00003325419,0.0001015747,0.00005082886,0.0001796808,0.00009788788,0.0003085765,0.00001273916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008256311,"about_ca_system_score_gemma":0.00001443636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007291193,"about_ca_topic_score_gemma":0.0007023528,"domain_scores_codex":[0.9990067,0.000007579947,0.0002260216,0.0002466868,0.0001924418,0.0003205059],"domain_scores_gemma":[0.9995615,0.00007806401,0.00001544736,0.000214246,0.00004088121,0.00008985673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000614062,0.00006545956,0.01801877,0.0005681781,0.0004417771,0.00009555279,0.01073927,0.8359877,0.003059406,0.06972533,0.0002339752,0.06100313],"study_design_scores_gemma":[0.002785427,0.000409806,0.3691003,0.001751384,0.00007326789,0.0003810895,0.002257642,0.463904,0.003412143,0.006301709,0.1470815,0.002541785],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963559,0.006816566,0.02025433,0.005776923,0.001019633,0.0003004252,0.00008356661,0.0006824652,0.001507111],"genre_scores_gemma":[0.9945282,0.002915922,0.002273924,0.00002553502,0.0001040739,0.00003744267,0.000009818014,0.00003068066,0.00007437317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3720838,"threshold_uncertainty_score":0.9135571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0211316873060281,"score_gpt":0.2113192445698599,"score_spread":0.1901875572638318,"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."}}