{"id":"W2098677762","doi":"10.15578/squalen.v7i2.19","title":"AN EMERGING MARINE BIOTECHNOLOGY: MARINE DRUG DISCOVERY","year":2013,"lang":"en","type":"article","venue":"SQUALEN Bulletin of Marine and Fisheries Postharvest and Biotechnology","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Drug discovery; Trabectedin; Aquaculture; Biotechnology; Drug; Business; Computational biology; Biology; Pharmacology; Medicine; Fishery; Bioinformatics; Fish <Actinopterygii>","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003315498,0.0003448735,0.0004304564,0.0002318119,0.0001303888,0.0001083792,0.0004714963,0.0007341531,0.000655855],"category_scores_gemma":[0.000224416,0.0002928824,0.00007447317,0.0001654197,0.001714077,0.00002537486,0.002244285,0.0003690243,0.00002075728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008756234,"about_ca_system_score_gemma":0.000042561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002177184,"about_ca_topic_score_gemma":0.0008436231,"domain_scores_codex":[0.9980462,0.00005990404,0.0005487547,0.000571863,0.0002031592,0.0005701784],"domain_scores_gemma":[0.9988377,0.0000326263,0.0001802145,0.0006391382,0.0001205529,0.0001897809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003681194,0.0004506409,0.1304877,0.000585492,0.0002328834,0.00001926304,0.0001297004,4.981194e-7,0.2261744,0.00221352,0.02024991,0.6190879],"study_design_scores_gemma":[0.001970341,0.003939399,0.1147204,0.00004043871,0.00006064375,0.0001917466,0.001983345,0.0001449232,0.2290414,0.002467536,0.6444362,0.001003569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722536,0.0002518778,0.0001201301,0.02384648,0.0001106572,0.0003806936,0.00003362326,0.00007081073,0.002932129],"genre_scores_gemma":[0.9724891,0.01477713,0.005995466,0.0007369118,0.0001573682,0.00004745368,0.0004728849,0.00004547441,0.005278237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6241863,"threshold_uncertainty_score":0.9999523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007105057671371855,"score_gpt":0.2269911032687304,"score_spread":0.2198860455973585,"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."}}