{"id":"W4409805024","doi":"10.3897/phytokeys.255.144697","title":"Diving into Diversity: Haslea berepwari (Bacillariophyceae, Naviculaceae), a new species of marine diatom from New Caledonia","year":2025,"lang":"en","type":"article","venue":"PhytoKeys","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Horizon 2020 Framework Programme; Institut Français","keywords":"Diatom; Geography; Diversity (politics); Ecology; Biology; Oceanography; Geology; Anthropology; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002546948,0.0002282281,0.0004531068,0.0001548795,0.0002759559,0.0001663877,0.0007108905,0.0001003014,0.003629064],"category_scores_gemma":[0.0001484774,0.0002116461,0.0001559892,0.0004864318,0.0001449804,0.0002878093,0.002615774,0.0001928989,0.0003853545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001144872,"about_ca_system_score_gemma":0.0003922088,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05356507,"about_ca_topic_score_gemma":0.002296807,"domain_scores_codex":[0.9980544,0.00007425062,0.0003460939,0.0004815347,0.0005809193,0.000462743],"domain_scores_gemma":[0.9987622,0.0002065168,0.0001233851,0.0005473295,0.0001042952,0.0002563004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002093591,0.0002835946,0.7272878,0.0002434914,0.000186753,0.00006390148,0.002984417,0.0001176464,0.2018324,0.003465211,0.03444096,0.02888444],"study_design_scores_gemma":[0.002574303,0.0001222662,0.6385671,0.000347092,0.0001491129,0.000001021951,0.0003651192,0.0003133682,0.2721545,0.03473754,0.05000063,0.0006679117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831529,0.0007251704,0.001929666,0.0008602649,0.0005699448,0.0002178593,0.00003230192,0.00009361974,0.01241827],"genre_scores_gemma":[0.9766429,0.0001246472,0.003132298,0.0001726674,0.0003119099,0.000003908995,0.00002122643,0.00001688646,0.01957353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0887206,"threshold_uncertainty_score":0.9972817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01725027412080709,"score_gpt":0.258823258957497,"score_spread":0.2415729848366899,"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."}}