{"id":"W7013775357","doi":"","title":"ADSEA '91-Foreword","year":2011,"lang":"ku","type":"other","venue":"SEAFDEC/AQD Repository (Southeast Asian Fisheries Development Center)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Aquaculture; Livelihood; Sustainable development; Socioeconomic development; Sustainability; Natural resource","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","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.001471292,0.006548704,0.004843601,0.002612616,0.002627326,0.002091694,0.005618096,0.003957614,0.04259132],"category_scores_gemma":[0.0002090933,0.006828265,0.001955731,0.002119213,0.003021978,0.001269951,0.002780489,0.003848962,0.08828276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00358374,"about_ca_system_score_gemma":0.00459617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002066885,"about_ca_topic_score_gemma":0.0007682868,"domain_scores_codex":[0.9750241,0.001990552,0.005800039,0.006433121,0.004500709,0.006251462],"domain_scores_gemma":[0.9846403,0.0001132067,0.004833859,0.005969169,0.001053539,0.003389927],"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":[0.00434358,0.005624297,0.2241378,0.003885017,0.01081262,0.004469052,0.06433578,0.000001811856,0.0008802415,0.000455043,0.6520603,0.02899449],"study_design_scores_gemma":[0.004310131,0.00041135,0.04741859,0.00555881,0.0007431699,0.00131741,0.01152247,0.000008504336,0.002092015,0.00004518385,0.9198237,0.006748683],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003575032,0.002537955,0.0002702482,0.0003511737,0.01801379,0.005195002,0.001457642,0.002981969,0.9656172],"genre_scores_gemma":[0.05102754,0.0001927584,0.01443026,0.0003457594,0.004650401,0.001104631,0.003062106,0.00919,0.9159966],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2677634,"threshold_uncertainty_score":0.999762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01633583856562671,"score_gpt":0.2033296680092243,"score_spread":0.1869938294435976,"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."}}