{"id":"W7015595705","doi":"","title":"Tilapia fish farming in Pacific Island countries. Volume 1. Tilapia hatchery operation","year":2004,"lang":"en","type":"article","venue":"Pacific Community (SPC) Oceanic Fisheries Programme (The Pacific Community (SPC))","topic":"Echinoderm biology and ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Agency for International Development; Government of Canada","keywords":"Tilapia; Aquaculture; Hatchery; Fish hatchery; Fish farming; Fish <Actinopterygii>; Agriculture","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","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00643549,0.001050423,0.00122899,0.0001310586,0.006918549,0.0008951638,0.003192147,0.001065801,0.00179522],"category_scores_gemma":[0.0006909544,0.00060337,0.0004484344,0.00131088,0.00212834,0.0008842796,0.001421023,0.006164807,0.0003241162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005545839,"about_ca_system_score_gemma":0.0001851186,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0153072,"about_ca_topic_score_gemma":0.1907438,"domain_scores_codex":[0.9889548,0.006308282,0.001419975,0.0007246075,0.0005584978,0.002033861],"domain_scores_gemma":[0.994506,0.002398214,0.0005900468,0.001783807,0.0003410807,0.00038084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001202974,0.005396299,0.776527,0.0003675366,0.0004641319,0.00008970545,0.1054485,0.00009325792,0.004642691,0.0008109174,0.01422641,0.0907306],"study_design_scores_gemma":[0.002766417,0.002619619,0.2818714,0.0003326978,0.0001734877,0.0003210314,0.2782343,0.0006247804,0.0006158776,0.007885654,0.4221068,0.002447937],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685662,0.0004296326,0.00003940672,0.01239926,0.0008243602,0.001602649,0.0003136481,0.0005838004,0.01524097],"genre_scores_gemma":[0.9938865,0.0007516335,0.0001277208,0.0006913609,0.0002363299,0.0002279257,0.001958629,0.00002921581,0.002090665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4946556,"threshold_uncertainty_score":0.9996418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02734618575527734,"score_gpt":0.2171496288303554,"score_spread":0.1898034430750781,"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."}}