{"id":"W3181820734","doi":"10.3389/fmars.2021.689108","title":"Critical Gaps in Shoreline Plastics Pollution Research","year":2021,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Fisheries and Oceans Canada; Ocean Frontier Institute","keywords":"Shore; Pollution; Sediment; Environmental science; Snow; Sampling (signal processing); Plastic pollution; Physical geography; Environmental resource management; Geography; Geology; Oceanography; Ecology; Engineering; Meteorology; Geomorphology","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":[0.06287652,0.0008898388,0.002206125,0.01135994,0.001430433,0.005939388,0.003360334,0.003040352,0.0065896],"category_scores_gemma":[0.103376,0.000675395,0.0011505,0.01391965,0.004513127,0.01100229,0.00537772,0.002769386,0.001673282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003074839,"about_ca_system_score_gemma":0.01441262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01047865,"about_ca_topic_score_gemma":0.0140439,"domain_scores_codex":[0.9746103,0.01106656,0.006396433,0.00416674,0.002822831,0.0009372506],"domain_scores_gemma":[0.7601934,0.1825362,0.01566984,0.009262008,0.02861987,0.003718739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000268998,0.0002037494,0.04458346,0.06023374,0.0005478539,0.0003103485,0.006845471,0.001221052,0.0008287398,0.02421064,0.02866131,0.8320847],"study_design_scores_gemma":[0.00003673795,0.0004651639,0.1173817,0.1161749,0.00103333,0.00117864,0.02637317,0.001287834,0.001001432,0.0633143,0.6716093,0.0001435601],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02814153,0.8817464,0.007156296,0.07029698,0.002951971,0.0001010961,0.003012396,0.0001036008,0.006489776],"genre_scores_gemma":[0.1729625,0.7758341,0.02125195,0.01714782,0.007653979,0.0003547568,0.003953781,0.0001051898,0.0007359626],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06287652,"threshold_uncertainty_score":0.3325268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01610427951179635,"score_gpt":0.2906426790004085,"score_spread":0.2745383994886121,"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."}}