{"id":"W2898943996","doi":"10.15273/10222/74923","title":"Canadian Integrated Ocean Observing System Investigative Evaluations: Observations and Data","year":2017,"lang":"en","type":"report","venue":"","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Oceanography; Geography; Data science; Climatology; Computer science; Environmental science; Geology","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":[0.003488183,0.0002973583,0.0003879981,0.0004067914,0.001012578,0.0009659294,0.001761821,0.0003110132,0.0008691663],"category_scores_gemma":[0.003483403,0.0002374727,0.00002822098,0.0002318393,0.0002908449,0.0006517398,0.0001769897,0.0006024877,0.0001028131],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003552235,"about_ca_system_score_gemma":0.02803346,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9594619,"about_ca_topic_score_gemma":0.9801933,"domain_scores_codex":[0.9965482,0.0002140318,0.0004337877,0.0007786103,0.001492412,0.0005329686],"domain_scores_gemma":[0.9953802,0.0002869077,0.0002353723,0.001732725,0.001632505,0.00073225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005028124,0.000008646732,0.5717354,0.001198788,0.0004567495,0.0001930201,0.0003916313,0.002630272,0.000008549429,0.00003582483,0.4004302,0.02290587],"study_design_scores_gemma":[0.0001335312,0.00004021086,0.2137227,0.0007657798,0.0001769763,0.00008576116,0.0008930124,0.6680127,0.000004446183,0.0004111386,0.1152475,0.000506214],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01546909,0.00536028,0.00323791,0.005205756,0.003887766,0.004285805,0.08148523,0.0005145152,0.8805537],"genre_scores_gemma":[0.8430994,0.001529543,0.01667449,0.000214285,0.0006916745,0.000006727596,0.08375945,0.00004552539,0.05397896],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8276303,"threshold_uncertainty_score":0.9774767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3636290923595135,"score_gpt":0.3752086685788077,"score_spread":0.01157957621929429,"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."}}