{"id":"W4392130063","doi":"10.37761/rsqp.v88i4.407","title":"EFICIENCIA DE LA HARINA DE CÁSCARA DE CACAO (THEOBROMA CACAO) EN LA REMOCIÓN DE TURBIDEZ DE AGUAS RESIDUALES DOMÉSTICAS","year":2022,"lang":"es","type":"article","venue":"Revista de la Sociedad Química del Perú","topic":"Water Resource Management and Quality","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"PROTO Manufacturing (Canada)","funders":"","keywords":"Theobroma; SCARA; Horticulture; Biology; Computer science","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0121438,0.0007281593,0.0007712499,0.0001453647,0.001491702,0.001563697,0.001996886,0.0005730208,0.001212709],"category_scores_gemma":[0.0008605676,0.0007905287,0.0006301411,0.0007153452,0.001617357,0.000320472,0.001907144,0.001748109,0.000176869],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005608801,"about_ca_system_score_gemma":0.0006223493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006093725,"about_ca_topic_score_gemma":0.00004626983,"domain_scores_codex":[0.9868163,0.007859053,0.0008232144,0.001199336,0.001091571,0.002210473],"domain_scores_gemma":[0.9959437,0.001857156,0.0004139766,0.001061411,0.00002456712,0.0006991701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004151641,0.001612414,0.7430996,0.001485418,0.0005202319,0.002316902,0.06573648,0.01069877,0.08695002,0.04981542,0.02576321,0.01158634],"study_design_scores_gemma":[0.001882403,0.0002925507,0.6784254,0.0005165859,0.001134674,0.001346996,0.01792016,0.01739289,0.002090031,0.009049636,0.2678315,0.002117177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814309,0.003129816,0.001441037,0.001526066,0.00004317475,0.0006022353,0.000102757,0.0002279718,0.01149607],"genre_scores_gemma":[0.9894533,0.001498183,0.004408349,0.001955463,0.0002486101,0.0001410386,0.00003544075,0.0001398813,0.002119693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2420683,"threshold_uncertainty_score":0.9998082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00827303824710908,"score_gpt":0.275026669102838,"score_spread":0.266753630855729,"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."}}