{"id":"W4253590664","doi":"10.1111/j.1529-8817.2001.jpy37303-18.x","title":"EXPLORING <i>PORPHYRA</i> SPECIES FOR USE AS NITROGEN SCRUBBERS IN INTEGRATED AQUACULTURE","year":2001,"lang":"en","type":"article","venue":"Journal of Phycology","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mariculture; Porphyra; Biology; Nutrient; Aquaculture; Fishery; Botany; Algae; Ecology; Fish <Actinopterygii>","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003824763,0.0004494705,0.0003806242,0.000818399,0.0007155058,0.001101214,0.0005893894,0.0005020835,0.003440413],"category_scores_gemma":[0.0002733915,0.0001705243,0.0005184604,0.0008127778,0.0002926376,0.001046342,0.0006927896,0.0005233623,0.0007976013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006638669,"about_ca_system_score_gemma":0.000775412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004749298,"about_ca_topic_score_gemma":0.01950584,"domain_scores_codex":[0.9998682,0.00002078579,0.000008186731,0.00004290457,0.00003003523,0.00002991402],"domain_scores_gemma":[0.9998435,0.00002194442,0.0000402007,0.000009521043,0.00003244239,0.0000524465],"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":[0.001085128,0.0009416808,0.02690059,0.001490629,0.0001132806,0.001612356,0.0008100577,0.0007554573,0.7424182,0.000903123,0.001526192,0.2214434],"study_design_scores_gemma":[0.0003419103,0.01265614,0.4282861,0.001724381,0.001136279,0.003756372,0.01292788,0.006055933,0.2555034,0.003152525,0.2742859,0.0001731678],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724833,0.00779931,0.004182064,0.001609273,0.0001002433,0.0002200858,0.000612794,0.0001174698,0.0128754],"genre_scores_gemma":[0.9437119,0.01008523,0.03387244,0.0009710594,0.00003968935,0.0001671139,0.0008301476,0.00007683613,0.01024548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004749298,"threshold_uncertainty_score":0.0115093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08362129474851997,"score_gpt":0.2356213201160617,"score_spread":0.1520000253675417,"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."}}