{"id":"W7005581764","doi":"","title":"SEAFDEC Asian Aquaculture Volume 24(3) July - September 2002","year":2011,"lang":"en","type":"other","venue":"SEAFDEC/AQD Repository (Southeast Asian Fisheries Development Center)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Abalone; Haliotis; Aquaculture; Shellfish","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0002453577,0.001496086,0.001123246,0.0003940276,0.0003627019,0.0003350333,0.001332165,0.001622435,0.003461011],"category_scores_gemma":[0.00003527768,0.00144672,0.000692191,0.0003287026,0.0004603511,0.00003021668,0.0007266646,0.0007247121,0.002011136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001740019,"about_ca_system_score_gemma":0.000485957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005603589,"about_ca_topic_score_gemma":0.0004166161,"domain_scores_codex":[0.9945039,0.000316606,0.001170841,0.002041181,0.0007822922,0.001185169],"domain_scores_gemma":[0.9961659,0.000004037825,0.0009107018,0.002118241,0.0002448506,0.0005562685],"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":[0.0001152215,0.0003398637,0.007698077,0.0002390203,0.001306384,0.0001821972,0.0008945517,8.989893e-8,0.004726901,0.000002426686,0.9819505,0.002544822],"study_design_scores_gemma":[0.000626079,0.0001247997,0.001639593,0.0003872282,0.0002039494,0.0002112452,0.0007526735,0.000001003882,0.01747559,0.000002948495,0.9769858,0.001589094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003013248,0.001437627,0.0004918508,0.0001070165,0.000883906,0.001013401,0.0001171859,0.0005893267,0.9950584],"genre_scores_gemma":[0.005387424,0.0001187213,0.006052828,0.0002510804,0.001201011,0.0002223235,0.00194809,0.001183204,0.9836353],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01274869,"threshold_uncertainty_score":0.9997788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006975637889402935,"score_gpt":0.2025752336355531,"score_spread":0.1955995957461501,"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."}}