{"id":"W4399771511","doi":"10.32920/26053096.v1","title":"Sharkless Makeup > Sharkless Oceans","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Health Canada; European Commission; Government of Canada","keywords":"Oceanography; Geography; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0001774092,0.0004696645,0.0001849709,0.001326105,0.0007097732,0.001123225,0.0001815946,0.000325582,0.04636496],"category_scores_gemma":[0.0003785038,0.0001874675,0.0001911931,0.001344878,0.0004618127,0.0006782034,0.001128941,0.0003722535,0.01125014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008858893,"about_ca_system_score_gemma":0.0007682663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01802512,"about_ca_topic_score_gemma":0.02618758,"domain_scores_codex":[0.9998022,0.000006874347,0.000009175359,0.00004102741,0.0001095125,0.00003129325],"domain_scores_gemma":[0.9998342,0.00001186994,0.00003101769,0.00002248102,0.00006863022,0.0000318282],"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":[0.0004436933,0.00005764016,0.07592152,0.0009424136,0.00007166561,0.001639966,0.001001808,0.001330478,0.03741201,0.0298219,0.11853,0.7328269],"study_design_scores_gemma":[0.00001120241,0.00008097015,0.1346252,0.0001915002,0.00002004328,0.0007785238,0.0009914688,0.0003377536,0.007613645,0.002669981,0.8526623,0.00001759672],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2150545,0.007921007,0.003780889,0.003104189,0.002221683,0.00009919536,0.01688971,0.0009079063,0.750021],"genre_scores_gemma":[0.4996636,0.008245254,0.005553662,0.0005339715,0.0005157776,0.00005795059,0.01190753,0.0004260056,0.4730963],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04636496,"threshold_uncertainty_score":0.1551062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341611473264758,"score_gpt":0.2345303730037838,"score_spread":0.2111142582711362,"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."}}