{"id":"W28143805","doi":"10.2196/mhealth.6239","title":"Avaliação da qualidade da água no açude Belinzoni utilizando bioindicador Daphnia magna (Straus, 1820) associado ao IQA, Araranguá, SC","year":2013,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Daphnia magna; Biology; Chemistry; Toxicity","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001442646,0.0004639664,0.000603175,0.0001248098,0.0008328799,0.0002584769,0.0004367043,0.0003420282,0.007350233],"category_scores_gemma":[0.00004957525,0.0004116512,0.0001233661,0.00042659,0.0004233626,0.0005235309,0.0002188568,0.0006696143,0.005596916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004779138,"about_ca_system_score_gemma":0.0002307554,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009289936,"about_ca_topic_score_gemma":0.0003181491,"domain_scores_codex":[0.9950553,0.0006405052,0.001046164,0.0008917709,0.0008800132,0.001486287],"domain_scores_gemma":[0.9974495,0.0001347447,0.000518888,0.0006065084,0.00003447777,0.00125587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006093945,0.003292247,0.3063388,0.003370903,0.0001630409,0.00005508269,0.01818269,0.00007030222,0.004234043,0.008204807,0.5024391,0.1530396],"study_design_scores_gemma":[0.002372178,0.0006362044,0.8195164,0.0001016994,0.00005978858,0.00002742068,0.0005248879,0.0005856282,0.0001426355,0.001402839,0.1738839,0.0007463864],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754968,0.0005154724,0.0001850973,0.01199611,0.0006488418,0.001656011,0.0002320369,0.0002180598,0.009051618],"genre_scores_gemma":[0.9800232,0.000731796,0.002226933,0.01118582,0.0003013683,0.0002021368,0.0001352254,0.00004834459,0.00514517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5131776,"threshold_uncertainty_score":0.9998335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06460298374674278,"score_gpt":0.3682281482104203,"score_spread":0.3036251644636775,"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."}}