{"id":"W4415376972","doi":"10.3389/fmars.2025.1648960","title":"Japan shellfish farmer perceptions of ocean acidification, adaptive strategies and comparison with global shellfish farmers","year":2025,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ocean Nexus Center, EarthLab, University of Washington; Strong","keywords":"Shellfish; Perception; Agriculture; Adaptive strategies; Flexibility (engineering); Oyster; Globe","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":[0.0009930378,0.0001684827,0.0002029365,0.0007035124,0.0008232155,0.0008856588,0.0001586949,0.000296937,0.0022791],"category_scores_gemma":[0.00244314,0.0001111678,0.0002289723,0.001015361,0.0006862113,0.0009383458,0.001016834,0.0002990804,0.0001361681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008299213,"about_ca_system_score_gemma":0.001155584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03570529,"about_ca_topic_score_gemma":0.06081015,"domain_scores_codex":[0.999518,0.0000927398,0.0000512366,0.00007557985,0.0001372149,0.0001251471],"domain_scores_gemma":[0.9985871,0.0002663661,0.0004682102,0.00004107497,0.0003395301,0.000297726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001033765,0.00007394733,0.9056824,0.0002301833,0.00004964897,0.0008245524,0.07461218,0.00008359768,0.00155004,0.0003421608,0.0008082425,0.01563967],"study_design_scores_gemma":[0.000007875121,0.0001225026,0.8215824,0.00008724629,0.00003382556,0.0001821505,0.1743124,0.0001218921,0.0001376331,0.0001231933,0.003270914,0.00001807295],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978814,0.0001248756,0.00003887708,0.0001771739,0.000004287564,0.000006575967,0.00003438437,8.308661e-7,0.001731634],"genre_scores_gemma":[0.9990801,0.000280835,0.00006658989,0.0001065927,0.000003986628,0.00001147093,0.00005030761,0.000001088093,0.0003991158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03570529,"threshold_uncertainty_score":0.07099491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007283050681509573,"score_gpt":0.23607591057538,"score_spread":0.2287928598938704,"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."}}