{"id":"W4402837989","doi":"10.1016/j.algal.2024.103720","title":"Evaluation of optimal culture conditions for marine benthic diatom Halamphora coffeaeformis growth and its biochemical properties","year":2024,"lang":"en","type":"article","venue":"Algal Research","topic":"Algal biology and biofuel production","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Department of Health and Social Care; International Development Research Centre","keywords":"Diatom; Benthic zone; Biology; Oceanography; Ecology; Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002527428,0.0004424553,0.0002926418,0.0002810489,0.0003766757,0.0006297667,0.0002201063,0.0003012031,0.0005334068],"category_scores_gemma":[0.0004417984,0.0001272959,0.0002238866,0.0003397391,0.0002217398,0.0004065047,0.0003550366,0.0003632163,0.0001268213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004612581,"about_ca_system_score_gemma":0.0005489466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004720273,"about_ca_topic_score_gemma":0.008941546,"domain_scores_codex":[0.9997482,0.00004236515,0.00003245605,0.00006210223,0.00007565272,0.00003926391],"domain_scores_gemma":[0.999732,0.00006912627,0.00005525989,0.00001489152,0.00008906209,0.00003972292],"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":[0.0001404986,0.00003807458,0.00114596,0.00009029453,0.000005620088,0.00003766503,0.00004052948,0.0001572196,0.9962113,0.00002415318,0.00004684932,0.002061935],"study_design_scores_gemma":[0.00001233668,0.0007917947,0.027594,0.00003220885,0.00007399172,0.0001149921,0.0003287383,0.001040449,0.9679551,0.00005362491,0.001980772,0.00002203923],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948285,0.001642822,0.001332406,0.0001148179,0.00003540221,0.0000490141,0.0005949601,0.0000225687,0.001379453],"genre_scores_gemma":[0.9932528,0.001150517,0.003980985,0.00005839343,0.00001377366,0.00006178596,0.0006893646,0.00001268853,0.0007796779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004720273,"threshold_uncertainty_score":0.009385586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1069126757044566,"score_gpt":0.3808281561868159,"score_spread":0.2739154804823593,"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."}}