{"id":"W3133374106","doi":"10.1111/raq.12524","title":"Kelp aquaculture in China: a retrospective and future prospects","year":2021,"lang":"en","type":"article","venue":"Reviews in Aquaculture","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":160,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"National Natural Science Foundation of China","keywords":"Kelp; Kelp forest; Context (archaeology); Aquaculture; Germplasm; Fishery; Biology; Ecology; Agronomy; Fish <Actinopterygii>","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003156645,0.0002394149,0.0005619513,0.00005414795,0.00005950004,0.00005156239,0.000140581,0.0002305152,0.001191639],"category_scores_gemma":[0.00009261983,0.0001528357,0.00007455103,0.0006832833,0.00004430363,0.0001659008,0.0000349759,0.0005512332,0.00009533967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001204854,"about_ca_system_score_gemma":0.00003572814,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001292336,"about_ca_topic_score_gemma":0.06844205,"domain_scores_codex":[0.9984735,0.0002108402,0.0003476393,0.0005017773,0.0001320166,0.0003342554],"domain_scores_gemma":[0.9995764,0.00002001168,0.00009560425,0.0001894358,0.0000272587,0.00009121314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003393275,0.00005207744,0.7541876,0.0001980494,0.00001192597,0.0004499835,0.001170038,0.00000438995,0.0001526318,0.001624824,0.004645057,0.2374695],"study_design_scores_gemma":[0.0002609386,0.00004722043,0.5268835,0.0001096074,0.000006132374,0.0001518599,0.0002020679,0.00003974584,0.00002161824,0.0009272945,0.4711725,0.0001775239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4006483,0.3369093,0.000005780788,0.007232323,0.0007725608,0.001837244,0.0003057519,0.00008783352,0.2522009],"genre_scores_gemma":[0.6535743,0.3172635,0.002645423,0.003071388,0.001602458,0.00003537746,0.001888523,0.00001825177,0.0199008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4665274,"threshold_uncertainty_score":0.9997214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037734537104756,"score_gpt":0.2278049703775764,"score_spread":0.2174276250065288,"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."}}