{"id":"W7062481213","doi":"","title":"Tilapia fish farming in Pacific Island countries. Volume 2. Tilapia grow-out in ponds","year":2004,"lang":"en","type":"article","venue":"Pacific Community (SPC) Oceanic Fisheries Programme (The Pacific Community (SPC))","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Agency for International Development; Government of Canada","keywords":"Tilapia; Aquaculture; Fish farming; Fish <Actinopterygii>; Aquaculture of tilapia; 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","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.005490426,0.001525165,0.001755789,0.000572847,0.004103093,0.001344451,0.00285687,0.0005110078,0.0006904276],"category_scores_gemma":[0.0002669309,0.001498947,0.0006109306,0.001437724,0.001987071,0.001068457,0.001807411,0.008407523,0.0001956805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009741232,"about_ca_system_score_gemma":0.0005303374,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0150109,"about_ca_topic_score_gemma":0.02038352,"domain_scores_codex":[0.9895664,0.004039141,0.001965473,0.0008251573,0.0009740986,0.0026297],"domain_scores_gemma":[0.9920682,0.001571198,0.0008500245,0.004520943,0.0004896632,0.0005000074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001280411,0.009003273,0.5092053,0.0006971158,0.001004194,0.000161702,0.3974799,0.000410492,0.0006648871,0.00811927,0.008559708,0.06341371],"study_design_scores_gemma":[0.0085942,0.001315672,0.04573554,0.001430287,0.0003073509,0.00008944473,0.6211877,0.003047887,0.0003744382,0.02688883,0.2869096,0.004119124],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8824387,0.0003775569,0.001830862,0.00343791,0.001037299,0.00258068,0.0006053424,0.000443285,0.1072484],"genre_scores_gemma":[0.9941996,0.0001513137,0.000580008,0.0001564753,0.0002550186,0.0001453845,0.001172086,0.0002536599,0.003086406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4634698,"threshold_uncertainty_score":0.9997497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02437621900579923,"score_gpt":0.2367155229949192,"score_spread":0.21233930398912,"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."}}