{"id":"W7092193949","doi":"10.1007/978-3-031-97693-3_13","title":"Seasonal Distribution of Microplastics in Hamilton Harbor’s Water","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada; York University","funders":"","keywords":"Thermocline; Microplastics; Stratification (seeds); Diel vertical migration; Mixed layer; Spatial distribution; Surface water; Water mass","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005836007,0.00007905711,0.00008307178,0.0007457777,0.0004375663,0.0003658091,0.0002836293,0.0002125251,0.002253831],"category_scores_gemma":[0.0001174489,0.0001330003,0.0001069814,0.0008724873,0.000255862,0.0002104951,0.0002229221,0.0001467767,0.0003971858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001581961,"about_ca_system_score_gemma":0.0006982147,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3197013,"about_ca_topic_score_gemma":0.6362178,"domain_scores_codex":[0.9999474,0.000001937199,0.000001810368,0.00001689849,0.00001765614,0.00001434104],"domain_scores_gemma":[0.9998221,0.00001861862,0.00004159095,0.00000560726,0.00007560825,0.00003652092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003524804,0.00005968808,0.9071504,0.00009700167,0.00006723493,0.0007044999,0.001610444,0.001055442,0.04748815,0.0004672806,0.008190958,0.0327564],"study_design_scores_gemma":[9.2956e-7,0.00001395735,0.9964113,0.000002595354,0.000004094396,0.00002595335,0.0003457775,0.0001756165,0.0008935712,0.00001400671,0.002108894,0.000003404157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892152,0.0002393484,0.0001807632,0.0001104756,0.00001251584,0.000009524203,0.002084114,0.00002457192,0.008123523],"genre_scores_gemma":[0.9938501,0.0001509719,0.0001253001,0.00003514629,0.000007005699,0.000005482165,0.0005746202,0.000007115426,0.005244283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6802987,"threshold_uncertainty_score":0.6356809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003808175441512229,"score_gpt":0.1693439129728111,"score_spread":0.1655357375312988,"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."}}