{"id":"W3007926354","doi":"10.3289/10.3289/atlantos_d3.17","title":"OceanSITES Innovation Report","year":2019,"lang":"en","type":"article","venue":"Helmholtz-Zentrum für Polar-und Meeresforschung (Alfred-Wegener-Institut)","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Oceanic and Atmospheric Administration; European Commission; Genome Canada","keywords":"Microplastics; Water column; Environmental science; Dissemination; Sampling (signal processing); Computer science; Biochemical engineering; Ecology; Engineering; Biology; Telecommunications","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.02348096,0.001045579,0.0008195865,0.005151103,0.001960438,0.007065883,0.00293881,0.004517838,0.119815],"category_scores_gemma":[0.02636474,0.0005840376,0.001314485,0.003665502,0.0009860707,0.003366768,0.007770893,0.004876426,0.0765909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00484972,"about_ca_system_score_gemma":0.04667057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02975219,"about_ca_topic_score_gemma":0.02218065,"domain_scores_codex":[0.9767392,0.001592619,0.0009629198,0.001358829,0.01692674,0.002419803],"domain_scores_gemma":[0.9432466,0.004382332,0.002063223,0.004950648,0.03429953,0.01105774],"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":[0.0002449228,0.0002664379,0.00235336,0.0002823026,0.00002076132,0.0001724638,0.00007292291,0.0003088777,0.001430392,0.005136947,0.9294734,0.06023732],"study_design_scores_gemma":[0.00004688977,0.00006730186,0.002660592,0.00005978312,0.000008421607,0.0000474663,0.00004946675,0.0001706714,0.0007609884,0.0005513286,0.9955635,0.000013668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01103131,0.002450118,0.01841064,0.07538826,0.02768877,0.005841708,0.1564662,0.01558918,0.6871337],"genre_scores_gemma":[0.02649322,0.002436023,0.02364928,0.01983528,0.003615538,0.003035192,0.2160446,0.003929594,0.7009612],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.119815,"threshold_uncertainty_score":0.400821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709188523934019,"score_gpt":0.2708624310370465,"score_spread":0.2537705457977063,"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."}}