{"id":"W6990941752","doi":"","title":"The Environmental Fate of Marine Paints: Understanding Microplastic and Metal Release","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Microplastics; Pollutant; Heavy metals; Water pollution; Pollution","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":[0.000240414,0.0002432966,0.0002353897,0.0002183193,0.0003788925,0.001006542,0.0002302881,0.0005330937,0.005027445],"category_scores_gemma":[0.0002679657,0.0001645651,0.0002289372,0.0001646655,0.0002345409,0.0006455566,0.0004035516,0.0005823525,0.001030704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006103925,"about_ca_system_score_gemma":0.0005357455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006983403,"about_ca_topic_score_gemma":0.01169241,"domain_scores_codex":[0.9999067,0.000004129682,0.000002017943,0.00002708995,0.00003116375,0.00002902435],"domain_scores_gemma":[0.9999269,0.00001644915,0.00001558035,0.000002532157,0.0000233532,0.00001515212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005019837,0.0002039823,0.01478379,0.0008669044,0.00003493582,0.0004091278,0.0009379293,0.003201449,0.6417524,0.003112464,0.01349615,0.3206989],"study_design_scores_gemma":[0.00004546664,0.001002171,0.1892141,0.0003140446,0.0001623454,0.0007354517,0.002843882,0.01143473,0.6297958,0.005034511,0.1593165,0.0001009448],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.881012,0.04411285,0.008663916,0.009386622,0.0006235655,0.00009276127,0.001218376,0.0001908301,0.054699],"genre_scores_gemma":[0.8388013,0.04660767,0.006672172,0.0009036834,0.0001626429,0.00007426435,0.0007022134,0.00008542185,0.1059906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006983403,"threshold_uncertainty_score":0.01681846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01131663690167197,"score_gpt":0.1968275327428843,"score_spread":0.1855108958412124,"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."}}