{"id":"W1629769080","doi":"","title":"PREMIAN CONTRIBUCIONES EN LA INGENIERÍA QUÍMICA","year":2012,"lang":"es","type":"article","venue":"Gaceta UNAM (2010-2015)","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002348546,0.0005606122,0.0006765622,0.0001544819,0.0004197421,0.0003097802,0.000805791,0.0005137856,0.002134227],"category_scores_gemma":[0.0002590532,0.0005045363,0.0003572472,0.0004564937,0.0004391025,0.0007504306,0.0005686228,0.0006079108,0.00672499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003952763,"about_ca_system_score_gemma":0.00003856605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001395586,"about_ca_topic_score_gemma":0.00002634336,"domain_scores_codex":[0.995409,0.0009278813,0.0006820885,0.0007361174,0.0008598279,0.001385124],"domain_scores_gemma":[0.9974893,0.000325802,0.0003145637,0.001096332,0.00003640389,0.0007375674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001448332,0.001733521,0.7007592,0.0002937017,0.0009266523,0.00003858003,0.01284764,0.0003762791,0.1545736,0.0009808681,0.1130839,0.01424132],"study_design_scores_gemma":[0.001155677,0.0001065179,0.3678356,0.0002170588,0.0007294578,0.00003923315,0.0007902732,0.0002754055,0.05107235,0.0002365223,0.5762234,0.001318466],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773293,0.003696652,0.000406727,0.01039263,0.003326091,0.0004404357,0.0001720853,0.0002539828,0.003982165],"genre_scores_gemma":[0.9735451,0.0005466794,0.0005976084,0.0001042374,0.001527454,0.00002673459,0.00004611606,0.00006548017,0.02354057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4631396,"threshold_uncertainty_score":0.9997406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01623599731330715,"score_gpt":0.2718304047589689,"score_spread":0.2555944074456618,"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."}}