{"id":"W4394821951","doi":"10.1007/s10811-024-03239-5","title":"Dinoflagellate Tripos species composition and seasonal dynamics in Jiaozhou Bay revealed through 18S rDNA V4-based metabarcoding analysis","year":2024,"lang":"en","type":"article","venue":"Journal of Applied Phycology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"National Natural Science Foundation of China","keywords":"Biology; Dinoflagellate; Identification (biology); Taxon; Ecology; Evolutionary biology","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":[0.0001150175,0.0002934375,0.0002736773,0.001057097,0.0006430111,0.0003560949,0.0001914068,0.0001952503,0.0003914876],"category_scores_gemma":[0.0001219734,0.0001960179,0.0002764506,0.001019259,0.0002056065,0.0002560618,0.0003049922,0.0001726224,0.00005996513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006203443,"about_ca_system_score_gemma":0.0006012883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07174436,"about_ca_topic_score_gemma":0.1585139,"domain_scores_codex":[0.9998852,0.000006159992,0.00001279162,0.00005319883,0.00001751931,0.00002517368],"domain_scores_gemma":[0.9998859,0.000006615244,0.00004291585,0.000005076293,0.00003303401,0.00002639504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003583509,0.00003216321,0.871563,0.000082463,0.00008895592,0.0003425531,0.001669194,0.0003116753,0.1145185,0.0000613805,0.0001145991,0.01085707],"study_design_scores_gemma":[0.00000228049,0.00003081017,0.9966613,0.000004666419,0.00005072482,0.00005921127,0.0007280538,0.0003798018,0.00167782,0.00001068443,0.0003885179,0.000006102372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994828,0.0000900984,0.00008822262,0.000006866071,0.000001666722,0.000001582359,0.0002072616,0.0000025044,0.0001190327],"genre_scores_gemma":[0.9986511,0.0001110139,0.0002901583,0.00001128034,0.00000196608,0.000005465743,0.0004070815,0.000001920588,0.0005199695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07174436,"threshold_uncertainty_score":0.1426535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01076822625795061,"score_gpt":0.2384466619155157,"score_spread":0.227678435657565,"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."}}