{"id":"W4408542560","doi":"10.37543/oceanides.v39i2.318","title":"EVALUACIÓN DE TEMPERATURA EN CULTIVO INTENSIVO DEL Litopenaeus vannamei EMPLEANDO RAZONAMIENTO DIFUSO","year":2025,"lang":"es","type":"article","venue":"CICIMAR Oceánides","topic":"Aquaculture Nutrition and Growth","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology","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"],"consensus_categories":[],"category_scores_codex":[0.0007337635,0.0006227132,0.0007320479,0.0001047123,0.0007520089,0.0006881266,0.0008531683,0.0005529015,0.0007313284],"category_scores_gemma":[0.001084504,0.0002928111,0.0004908479,0.001154238,0.0003830475,0.000356569,0.0003725459,0.00062811,0.0003331985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002343553,"about_ca_system_score_gemma":0.0001122586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005722693,"about_ca_topic_score_gemma":0.0001682748,"domain_scores_codex":[0.9964179,0.0005096257,0.000703655,0.0009488296,0.0004769972,0.0009429762],"domain_scores_gemma":[0.9979247,0.0006206064,0.0001940609,0.0002430755,0.0007064788,0.0003110075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007761607,0.001319061,0.1335777,0.0005091806,0.0004785019,0.0001279504,0.001727288,0.00001837966,0.4883112,0.03336297,0.2734732,0.06631842],"study_design_scores_gemma":[0.00183377,0.0005652487,0.4426217,0.00128491,0.0002991571,0.00005368977,0.006063188,0.0005408332,0.02558698,0.005173309,0.5148024,0.001174791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9553627,0.008231279,0.00005929558,0.0219561,0.0005732253,0.0008201679,0.0002378712,0.0002489732,0.01251043],"genre_scores_gemma":[0.9762104,0.002082882,0.0003214107,0.00671652,0.0007902079,0.00005632011,0.0002145257,0.00000829556,0.01359944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4627242,"threshold_uncertainty_score":0.9999524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01291398357098642,"score_gpt":0.2911332616678156,"score_spread":0.2782192780968291,"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."}}