{"id":"W1982048456","doi":"10.4031/002533205787465823","title":"MATE ROV Competitions Bring Ocean Science and Technology to Students and Educators across the U.S. and Canada","year":2005,"lang":"en","type":"article","venue":"Marine Technology Society Journal","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Ocean Sciences; National Aeronautics and Space Administration","keywords":"Remotely operated underwater vehicle; Ocean science; Oceanography; Fishery; Engineering; Political science; Geology; Computer science; Biology; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007087299,0.0003773342,0.0003224079,0.0008976011,0.007825124,0.003728681,0.0006263034,0.0009293252,0.04999455],"category_scores_gemma":[0.001369645,0.0003848361,0.000414488,0.0006129041,0.0009828082,0.001136817,0.004336187,0.001721848,0.006002569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004229912,"about_ca_system_score_gemma":0.01162961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3368587,"about_ca_topic_score_gemma":0.825547,"domain_scores_codex":[0.9991435,0.00006784102,0.00001020382,0.00007529065,0.0003711825,0.0003320092],"domain_scores_gemma":[0.9980903,0.00004919403,0.00004533276,0.00004671962,0.0002894922,0.001478893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001795118,0.0008645088,0.04651288,0.00011588,0.00003483403,0.0005973049,0.003810238,0.0005860213,0.004153146,0.0155449,0.6724008,0.2551999],"study_design_scores_gemma":[0.00003548804,0.000255376,0.08283585,0.000044376,0.000008148567,0.0002269211,0.006174353,0.0004988792,0.0008530681,0.001575699,0.9074401,0.00005170684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3143575,0.001984572,0.004986215,0.02610759,0.002741655,0.0004141706,0.002398523,0.001171129,0.6458387],"genre_scores_gemma":[0.5111212,0.001643989,0.008529973,0.006511014,0.0005835397,0.0001403967,0.002123748,0.0002958669,0.4690503],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6631413,"threshold_uncertainty_score":0.669796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002985589040647808,"score_gpt":0.2309098494482877,"score_spread":0.2279242604076399,"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."}}