{"id":"W3195524043","doi":"","title":"Advances in Marine Farming: A Commentary","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Agriculture; Geography; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01699698,0.00166797,0.002593741,0.003214977,0.005337851,0.01060603,0.00591826,0.08326897,0.01634214],"category_scores_gemma":[0.08386198,0.001171671,0.002605406,0.004339176,0.01460012,0.01685338,0.009858491,0.07683575,0.006575843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01270282,"about_ca_system_score_gemma":0.02228193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03042836,"about_ca_topic_score_gemma":0.04284387,"domain_scores_codex":[0.983969,0.004286411,0.001859546,0.00258425,0.005398463,0.001902398],"domain_scores_gemma":[0.9063713,0.06620381,0.003784603,0.001917416,0.01423628,0.007486542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003069941,0.00001004393,0.00008605971,0.000388717,0.00002072117,0.0001827965,0.0005142305,0.00002859721,0.00005787775,0.01061742,0.982535,0.005527797],"study_design_scores_gemma":[0.00004869252,0.00001628462,0.000418051,0.001574096,0.00003014897,0.000120374,0.0009423193,0.00002632806,0.00005566358,0.006877101,0.9898609,0.00002997446],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006843359,0.01009897,0.00003451337,0.946009,0.04261863,0.000003746833,0.00004313049,0.000006060096,0.001117528],"genre_scores_gemma":[0.001452058,0.007798241,0.00007054429,0.9212846,0.06627669,0.00002291842,0.00002728162,0.00002985979,0.003037736],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08326897,"threshold_uncertainty_score":0.09216589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009206743784497162,"score_gpt":0.2313189284018549,"score_spread":0.2221121846173577,"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."}}