{"id":"W2796226696","doi":"","title":"Acoustic identification of ship-derived debris beneath shipping lanes: examples from Lake Ontario.","year":2010,"lang":"en","type":"article","venue":"Academic Commons (Stony Brook University)","topic":"Maritime and Coastal Archaeology","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Debris; Identification (biology); Geology; Microplastics; Environmental science; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001193127,0.0001730048,0.0002678517,0.0002745452,0.0003432141,0.0000237134,0.0005940216,0.000187034,0.00391042],"category_scores_gemma":[0.00003848955,0.0001927974,0.00009905045,0.00007899156,0.0006023789,0.0002949894,0.00033156,0.0008148339,0.00005891068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004870751,"about_ca_system_score_gemma":0.0001062974,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04446634,"about_ca_topic_score_gemma":0.8638102,"domain_scores_codex":[0.9989141,0.00007546633,0.0002943774,0.0002974267,0.0001551801,0.0002634321],"domain_scores_gemma":[0.9989918,0.000272121,0.0001986601,0.000341168,0.00009928687,0.0000969033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003153235,0.000246816,0.1545754,0.0001139733,0.0004182264,0.0001088299,0.1277456,0.00005358294,0.197748,0.5004879,0.002810174,0.01537628],"study_design_scores_gemma":[0.0009043412,0.00009261318,0.05353401,0.00008634169,0.0003145492,0.000009584574,0.00841112,0.0001691793,0.003243312,0.01230357,0.9203553,0.00057604],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645053,0.00003984948,0.0002956846,0.0002598108,0.00037009,0.000146475,0.0001772285,0.00009294169,0.03411258],"genre_scores_gemma":[0.9675171,0.00003191282,0.00007887473,0.00008213295,0.0001579925,0.000001423695,0.0001693113,0.00001527333,0.03194601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9175451,"threshold_uncertainty_score":0.9970002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0244241457680986,"score_gpt":0.2009687659293692,"score_spread":0.1765446201612706,"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."}}