{"id":"W4414205247","doi":"10.3897/zookeys.1251.160858","title":"Discovery of Laophontidae (Copepoda, Harpacticoida) from marine plastic debris: Pseudonychocamptus setadefectus sp. nov. and Heterolaophonte discophora (Willey, 1929)","year":2025,"lang":"en","type":"article","venue":"ZooKeys","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Marine Biodiversity Institute of Korea; Korea Institute of Ocean Science and Technology","keywords":"Seta; Sexual dimorphism; Intraspecific competition; Polychaete; Genus","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005892007,0.0003134594,0.0004086939,0.00006794771,0.00006028255,0.00004018195,0.0001879198,0.0001993432,0.0002812897],"category_scores_gemma":[0.00004724248,0.0002962592,0.000101223,0.0001129971,0.0001778037,0.0001785295,0.0002754451,0.0002977803,0.00004913624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007170566,"about_ca_system_score_gemma":0.00001396108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009914016,"about_ca_topic_score_gemma":0.0003955521,"domain_scores_codex":[0.9988511,0.00002557809,0.0003451989,0.000356777,0.0001150928,0.0003062143],"domain_scores_gemma":[0.9992621,0.0002046324,0.00005878106,0.0003890095,0.00000721076,0.0000782729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002689448,0.0001383796,0.8188737,0.0005135594,0.0005588276,0.00004572618,0.000101346,0.001003528,0.1745181,0.00005031607,0.001626386,0.002301212],"study_design_scores_gemma":[0.001440414,0.00006617147,0.8753959,0.0001717353,0.0001654591,0.000009500786,0.00009587169,0.002197467,0.118044,0.0004570012,0.00145881,0.0004976874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835897,0.001081719,0.0009927191,0.0000359562,0.0006692977,0.0001261214,0.00008680419,0.00009851672,0.01331917],"genre_scores_gemma":[0.9974877,0.000529031,0.0003211677,0.00006772859,0.00008369144,0.00002252147,0.00009978277,0.00003195786,0.00135642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05652221,"threshold_uncertainty_score":0.999949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003174436812934328,"score_gpt":0.1772627201240609,"score_spread":0.1740882833111266,"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."}}