{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002138514,0.0004014375,0.000411828,0.0001657576,0.00004959118,0.000476415,0.001039089,0.0003924653,0.0004813221],"category_scores_gemma":[8.006525e-7,0.0003678305,0.0002218661,0.0001416155,0.00002794426,0.00004448696,0.001677824,0.001073074,0.001440652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001439879,"about_ca_system_score_gemma":0.00004109162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005861305,"about_ca_topic_score_gemma":0.00007189436,"domain_scores_codex":[0.9984471,0.00004280049,0.000512376,0.0004140167,0.0002587716,0.0003249418],"domain_scores_gemma":[0.9985154,0.00003369042,0.00003982883,0.001232161,0.00005970142,0.0001192737],"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":[0.00005010957,0.0004846506,0.001147327,0.03627873,0.006683756,0.0003686732,0.0207144,0.1280172,0.03706361,0.0739219,0.4281511,0.2671185],"study_design_scores_gemma":[0.0003327312,0.00001607813,0.000236194,0.001745905,0.0001659978,0.00004622513,0.0006837195,0.2435419,0.007432372,0.02256574,0.7213473,0.001885818],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1455106,0.03200207,0.06491309,0.002622496,0.005455969,0.001968719,0.0007195953,0.01263337,0.7341741],"genre_scores_gemma":[0.9881481,0.0006967347,0.00120747,0.00008772911,0.0003159431,0.0001345752,0.0001329807,0.0001511102,0.009125379],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8426375,"threshold_uncertainty_score":0.9998774,"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."}}