{"id":"W2054197501","doi":"10.1109/oceans.2014.7002987","title":"The Seaformatics technology demonstration project","year":2014,"lang":"en","type":"article","venue":"","topic":"Environmental Monitoring and Data Management","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"General partnership; Software deployment; Bay; Cruise; Seafloor spreading; Agency (philosophy); Instrumentation (computer programming); Systems engineering; Computer science; Engineering management; Engineering; Marine engineering; Oceanography; Business; Civil engineering; Geology; Software engineering; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001312956,0.000476292,0.0001831593,0.0003437834,0.00105577,0.001224221,0.0007209493,0.0005944587,0.009452371],"category_scores_gemma":[0.001004781,0.0001807273,0.0002368169,0.0003599332,0.0006308558,0.00100064,0.001386856,0.001117696,0.00169039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001723795,"about_ca_system_score_gemma":0.00598628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05097159,"about_ca_topic_score_gemma":0.1016069,"domain_scores_codex":[0.9992546,0.0001003121,0.00001544248,0.00008251223,0.0003564088,0.0001906262],"domain_scores_gemma":[0.9990559,0.00007413328,0.00003397398,0.0001207471,0.0003989899,0.0003163187],"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":[0.001147849,0.001720299,0.01734383,0.0002489565,0.0000596651,0.001859697,0.001232774,0.009502102,0.07917111,0.02200363,0.3207265,0.5449835],"study_design_scores_gemma":[0.0003993762,0.002944921,0.03304078,0.0001051263,0.0000341286,0.0008536064,0.001374538,0.01993981,0.05759984,0.00228673,0.8813419,0.00007924964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5204865,0.0006294835,0.109701,0.01289989,0.001291121,0.001820049,0.006132843,0.008445504,0.3385936],"genre_scores_gemma":[0.7054925,0.001115316,0.07317436,0.001549979,0.0001512057,0.0008541059,0.01055285,0.000396326,0.2067134],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05097159,"threshold_uncertainty_score":0.1013498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008741280335189635,"score_gpt":0.1986815740444573,"score_spread":0.1899402937092677,"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."}}