{"id":"W7105657505","doi":"10.24400/527896/a03-2019.2872","title":"Citizen science and volunteers in floateco project","year":2019,"lang":"","type":"article","venue":"Centre National d’Etudes Spatiales","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Citizen science; Presentation (obstetrics); Biodiversity; Marine debris; Debris; Satellite; Pelagic zone","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"category_scores_codex":[0.001031119,0.0002735251,0.0002389464,0.0003652573,0.0002377556,0.0001947491,0.0003699402,0.0001290176,0.003375059],"category_scores_gemma":[0.0006616035,0.000276218,0.00004034933,0.0008817961,0.001014179,0.0004494003,0.0003617606,0.0002234987,0.0009662987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001276296,"about_ca_system_score_gemma":0.0007496076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001133288,"about_ca_topic_score_gemma":0.002357507,"domain_scores_codex":[0.9965565,0.00006034215,0.0004177686,0.000772111,0.001575721,0.0006175423],"domain_scores_gemma":[0.99918,0.0002256634,0.0001364399,0.0001537261,0.0001465909,0.0001576003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003299635,0.0008492775,0.7232867,0.0003622442,0.00007525933,0.00002811734,0.005093962,0.01602018,0.1898808,0.03245943,0.005177592,0.02643643],"study_design_scores_gemma":[0.001681557,0.0001463991,0.7916959,0.0003049599,0.00002633172,0.00001982753,0.0004573581,0.1878485,0.002800128,0.0009501949,0.01338119,0.0006876739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828831,0.0002522317,0.0001255801,0.0005598084,0.0008508299,0.0007892746,0.0003430936,0.00001792511,0.01417816],"genre_scores_gemma":[0.9981191,0.0002536819,0.0005701999,0.0001368172,0.00008048272,0.000004799072,0.00001990552,0.00001536607,0.0007996982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1870806,"threshold_uncertainty_score":0.999969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009329813377421876,"score_gpt":0.2254473860725969,"score_spread":0.216117572695175,"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."}}