{"id":"W4233753466","doi":"10.4018/978-1-60566-902-1.ch022","title":"Modeling Underwater Structures","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; York University","funders":"","keywords":"Framing (construction); Multidisciplinary approach; Natural resource; Natural (archaeology); Natural disaster; Environmental planning; Environmental resource management; Business; Engineering; Political science; Environmental science; Geography; Civil engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000469515,0.0003986949,0.0003563603,0.0000500895,0.00006643817,0.00008402731,0.0004801001,0.0004133919,0.00009287949],"category_scores_gemma":[1.980459e-7,0.000370962,0.0001651667,0.00000671061,0.0000336394,0.00003713436,0.0001269687,0.0002961905,0.0002856161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001634568,"about_ca_system_score_gemma":0.00002624685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001055,"about_ca_topic_score_gemma":0.0001034552,"domain_scores_codex":[0.9988705,0.000009522961,0.0004066325,0.000239517,0.0002005444,0.0002732955],"domain_scores_gemma":[0.9990989,0.000004886801,0.00004422786,0.0006853066,0.00005506942,0.0001116151],"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":[0.000007021184,0.000001704805,0.000001762067,0.00008393439,0.0002176667,0.000009743028,0.0001872654,0.002507373,0.0001814887,0.9912373,0.0002601562,0.005304585],"study_design_scores_gemma":[0.000179945,0.00001810958,0.000001187631,0.000144909,0.0000592312,0.00004236907,0.00001513208,0.004962393,0.0005189306,0.9322461,0.06119733,0.0006143272],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002143342,0.0008754746,0.0242765,0.000006422796,0.0002053502,0.0001786007,0.00004498979,0.0005214332,0.9736769],"genre_scores_gemma":[0.9665803,0.00002216874,0.0007147665,0.0000772593,0.0001743088,0.00001034865,0.000007268306,0.00009704654,0.0323165],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.966366,"threshold_uncertainty_score":0.9998742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03523751772448206,"score_gpt":0.2222819868764955,"score_spread":0.1870444691520135,"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."}}