{"id":"W2598525073","doi":"","title":"Morphological characterization and molecular detection of potential harmful diatom, pseudo-nitzschia from Malaysian water","year":2012,"lang":"en","type":"dissertation","venue":"Unimas Institutional Repository (Universiti Malaysia Sarawak)","topic":"Marine Toxins and Detection Methods","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Domoic acid; Diatom; Nitzschia; Biology; Plankton; Zoology; Genus; Algal bloom; Ecology; Phytoplankton; Microbiology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001824181,0.0003978594,0.0004012237,0.0002457955,0.000495977,0.00005765361,0.000258196,0.0005110631,0.002053004],"category_scores_gemma":[0.00001659108,0.0003816913,0.0001778259,0.0002299491,0.0003362067,0.0006550108,0.0001706284,0.0004242347,0.0000891868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002816987,"about_ca_system_score_gemma":0.0000460679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006568502,"about_ca_topic_score_gemma":0.00001208592,"domain_scores_codex":[0.9977885,0.0002191323,0.0004184832,0.0006487598,0.0005750295,0.0003501091],"domain_scores_gemma":[0.999018,0.00002460554,0.0003381901,0.0003281948,0.0000688796,0.0002221518],"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":[0.0003159912,0.0001123914,0.003206265,0.00003862947,0.00008044705,0.0002863941,0.0001892216,0.001634482,0.9902244,0.0003544956,0.000006906327,0.003550386],"study_design_scores_gemma":[0.001093953,0.0002514722,0.4107221,0.00008938416,0.000588867,0.0006002736,0.0004535547,0.01361203,0.5657072,0.0003730469,0.00544077,0.001067353],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727816,0.00004649419,0.0126504,0.00002905011,0.001096183,0.0002876589,0.00006050703,0.0000699205,0.0129782],"genre_scores_gemma":[0.9933198,0.00002422257,0.001723033,0.00004356654,0.0002056332,0.00001268273,0.001482478,0.00003166097,0.0031569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4245172,"threshold_uncertainty_score":0.9998635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004579238983844252,"score_gpt":0.1947208266685842,"score_spread":0.19014158768474,"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."}}