{"id":"W6964741236","doi":"10.25959/26087278","title":"Monitoring maritime activities in remote waters","year":2024,"lang":"en","type":"dissertation","venue":"University of Tasmania","topic":"Plant Ecology and Soil Science","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Payload (computing); Tonnage; Satellite; Situation awareness; Identification (biology); Port (circuit theory); Orbit (dynamics); Low earth orbit","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":[0.0001037895,0.00008738357,0.0001288295,0.00008149298,0.00007175327,0.000006770288,0.0002641588,0.0001471853,0.0004823972],"category_scores_gemma":[0.000004974024,0.0001026858,0.00004050939,0.0001204683,0.00009468397,0.0001459501,0.00007736709,0.0001962715,0.0003134661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001633537,"about_ca_system_score_gemma":0.00001567153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003090212,"about_ca_topic_score_gemma":0.008491871,"domain_scores_codex":[0.9994081,0.00002104909,0.00006317178,0.0002201575,0.0001372459,0.0001502254],"domain_scores_gemma":[0.9998069,0.00002597685,0.00004704404,0.00008729194,0.000002041519,0.00003077478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00141336,0.0004863527,0.6524793,0.001427,0.0003001502,0.006148311,0.1149268,0.008248884,0.07519212,0.0007545602,0.02121822,0.1174049],"study_design_scores_gemma":[0.0003316775,0.00007610767,0.9671299,0.0005664037,0.0000851013,0.00001026052,0.01614466,0.002027689,0.004484178,0.001653833,0.006955043,0.0005350831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9388257,0.00001796725,0.000002775828,0.00004031818,0.0003706948,0.00005266562,0.000009238873,0.00001761487,0.06066303],"genre_scores_gemma":[0.9617572,0.0001090821,0.0003188733,0.000003876344,0.000009022907,3.885182e-8,0.0000301094,0.000004614544,0.03776712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3146507,"threshold_uncertainty_score":0.528191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005137737876116756,"score_gpt":0.1849958255684963,"score_spread":0.1798580876923796,"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."}}