{"id":"W2562789464","doi":"10.2166/wqrjc.2014.101","title":"Editorial","year":2015,"lang":"es","type":"editorial","venue":"Water Quality Research Journal","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Trojan Technologies (Canada)","funders":"","keywords":"Environmental science; Environmental chemistry; Chemistry","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":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.430116,0.001114449,0.002450517,0.004193152,0.005672977,0.02208287,0.01749996,0.003466285,0.004584705],"category_scores_gemma":[0.1679424,0.0006274239,0.00157856,0.003509265,0.005832809,0.003918128,0.005219058,0.03326156,0.02455944],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002520199,"about_ca_system_score_gemma":0.01672563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001348841,"about_ca_topic_score_gemma":0.00006663767,"domain_scores_codex":[0.8567833,0.03135959,0.005297414,0.002914137,0.09680628,0.006839279],"domain_scores_gemma":[0.9102527,0.02536719,0.001547655,0.003942221,0.0502693,0.008620955],"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":[0.001265528,0.000259566,0.0002781301,0.0000793631,0.0001379269,0.0001910485,0.003290231,0.0000144329,0.001985397,0.0002025281,0.9838651,0.008430785],"study_design_scores_gemma":[0.002109261,0.0008662896,0.00005335153,0.0002853811,0.00002297937,0.00006340391,0.003033638,0.00003770948,0.0006693254,0.08519621,0.9068175,0.0008449227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.004261553,0.0009421467,0.00008779517,0.007769422,0.9739079,0.0007857308,0.0003997546,0.0000550857,0.01179058],"genre_scores_gemma":[0.002854985,0.002441166,0.0001406643,0.00004885782,0.9382476,0.00003760459,0.00008464479,0.0001039824,0.05604046],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2621737,"threshold_uncertainty_score":0.9996177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4456780938204233,"score_gpt":0.5941798605217185,"score_spread":0.1485017667012951,"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."}}