{"id":"W1604074866","doi":"","title":"A Note on Emerging Hydrographic Technology and Applications","year":2001,"lang":"en","type":"article","venue":"The International Hydrographic Review","topic":"Environmental Monitoring and Data Management","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Hydrographic Service","funders":"","keywords":"Hydrography; Hydrographic survey; Information technology; Engineering; Geography; Cartography; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0003066456,0.0001060501,0.000106265,0.0002194563,0.0001620235,0.00003683731,0.0004522759,0.00002498009,0.0003006994],"category_scores_gemma":[0.00001323215,0.00007027313,0.00005625398,0.0006233983,0.0001470445,0.0000879848,0.00004016147,0.0001352067,0.0001842672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000331933,"about_ca_system_score_gemma":0.000002476922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009933981,"about_ca_topic_score_gemma":0.00006540882,"domain_scores_codex":[0.9991676,0.00002620318,0.0001792173,0.0002291226,0.0002550694,0.00014282],"domain_scores_gemma":[0.9995139,0.00006082932,0.00007437309,0.0002984245,0.000008630097,0.00004379237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005968191,0.00002832887,0.1759815,0.00005562865,0.00004920367,0.000008199179,0.000006137558,0.00009133436,0.000005259521,0.002878262,0.0002378249,0.8206524],"study_design_scores_gemma":[0.0001128678,0.00005635666,0.08417736,0.0004604584,0.00004887549,0.00006253104,0.00001701243,0.0005977715,0.000005760151,0.005658886,0.9086607,0.0001414667],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4706004,0.3242936,0.001183616,0.09303061,0.001335605,0.003329488,0.0001278312,0.0005636836,0.1055352],"genre_scores_gemma":[0.8165759,0.1816209,0.0001241138,0.001333054,0.0001064419,0.00003808475,0.0000612511,0.000003120392,0.000137075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9084228,"threshold_uncertainty_score":0.3292448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201273193006036,"score_gpt":0.2530234828826312,"score_spread":0.2410107509525708,"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."}}