{"id":"W6998998678","doi":"","title":"Better life through aquaculture: 1991 report of SEAFDEC Aquaculture Department","year":2011,"lang":"en","type":"book","venue":"SEAFDEC/AQD Repository (Southeast Asian Fisheries Development Center)","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Aquaculture; Administration (probate law); Training (meteorology); Fish <Actinopterygii>","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0004206936,0.001951612,0.001960387,0.000119086,0.0009210124,0.0002018561,0.001483841,0.001097333,0.0024778],"category_scores_gemma":[0.00008025048,0.001547149,0.000950421,0.0003316281,0.001276315,0.000602046,0.001903217,0.001195195,0.000821034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000979672,"about_ca_system_score_gemma":0.0004584189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002196793,"about_ca_topic_score_gemma":0.0004358994,"domain_scores_codex":[0.9912224,0.0002432146,0.002663127,0.002285465,0.002185155,0.001400661],"domain_scores_gemma":[0.995434,0.00003878153,0.001997265,0.001686006,0.0001881859,0.0006557775],"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":[0.000417294,0.0009845707,0.08480281,0.0007399581,0.002833782,0.001955884,0.02892221,0.000002261268,0.0003665987,0.000228669,0.8747765,0.003969437],"study_design_scores_gemma":[0.0008648361,0.0001706967,0.0213985,0.0005150276,0.0003296059,0.0006104005,0.001497609,5.831976e-7,0.001232008,0.0003043187,0.9713327,0.001743737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002999269,0.0006827168,0.00008010844,0.0007866096,0.001947708,0.001778046,0.0002547106,0.0003375906,0.9911332],"genre_scores_gemma":[0.01805372,0.0001784214,0.009402273,0.0009645683,0.001091082,0.0003356537,0.00422714,0.0003791529,0.965368],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09655615,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01360807601533001,"score_gpt":0.2068982279377547,"score_spread":0.1932901519224247,"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."}}