{"id":"W4415013489","doi":"10.1007/978-3-031-90050-1_26","title":"History and Prospects of French-Japanese Collaboration and Friendship in Oyster Farming","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Agricultural Systems and Practices","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College Saint-Jean","funders":"","keywords":"Oyster; Agriculture; Aquaculture; Mariculture; Resource (disambiguation); Shrimp farming; Intensive farming","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":[0.001161934,0.0003483991,0.0002581363,0.001274748,0.006639307,0.005427491,0.0006816913,0.001557873,0.009671933],"category_scores_gemma":[0.000904162,0.0001865394,0.0002039877,0.00382024,0.005320191,0.002878934,0.002340896,0.001274663,0.0006883965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009913534,"about_ca_system_score_gemma":0.005379873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09617794,"about_ca_topic_score_gemma":0.2318918,"domain_scores_codex":[0.9993821,0.0001911519,0.00001818417,0.00009329791,0.00005810372,0.0002570683],"domain_scores_gemma":[0.9992577,0.0003148896,0.00007189232,0.0000326628,0.0001223662,0.0002003569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001226782,0.00007231836,0.004278707,0.0004329669,0.00001894217,0.001500982,0.1142306,0.0002568781,0.0005520115,0.6618004,0.04218251,0.1745509],"study_design_scores_gemma":[0.000005820483,0.00002862113,0.01111565,0.0002409032,0.00001085594,0.0002777207,0.01715651,0.00009324477,0.0001283503,0.008242246,0.9626849,0.00001512229],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08028647,0.1504049,0.0009595364,0.01698206,0.001021492,0.00002754246,0.000115139,0.00005095243,0.7501519],"genre_scores_gemma":[0.6815384,0.06317086,0.001099621,0.002451912,0.0008004124,0.00005856928,0.000109532,0.00005704575,0.2507136],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09617794,"threshold_uncertainty_score":0.1912363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01922501591160403,"score_gpt":0.2066847561106133,"score_spread":0.1874597401990092,"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."}}