{"id":"W4231180542","doi":"10.15761/ijc.1000103","title":"Interdisciplinary Chemistry","year":2016,"lang":"en","type":"article","venue":"Interdisciplinary Journal of Chemistry","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Chemistry; Environmental 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002341959,0.000285144,0.0003373293,0.00001334287,0.0001012185,0.00002380896,0.0008073186,0.0001793798,0.01131368],"category_scores_gemma":[0.00007288251,0.000193814,0.0003286363,0.0001499515,0.0003154911,0.0003604653,0.002151396,0.000375538,0.0001160055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000389863,"about_ca_system_score_gemma":0.00002609593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.3598e-7,"about_ca_topic_score_gemma":1.260875e-7,"domain_scores_codex":[0.9981843,0.00001003703,0.0007035241,0.0003010805,0.0004239168,0.0003771728],"domain_scores_gemma":[0.9987645,0.0001116161,0.0003630858,0.0003833435,0.00003756842,0.000339873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001359925,0.0001163128,0.0005456877,0.00006656264,0.00004209139,0.0001794681,0.0001701323,0.0001054461,0.9830128,5.975494e-7,0.008924882,0.006700017],"study_design_scores_gemma":[0.0007275977,0.00004006764,0.000268766,0.0003876782,0.0000307591,0.0016687,0.0002142016,0.00004121455,0.991124,0.001892403,0.003289026,0.000315558],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9240963,0.00009289935,0.001566075,0.00167668,0.00016597,0.00003159911,0.000009394361,0.00004182695,0.07231924],"genre_scores_gemma":[0.9945043,0.00001553772,0.0003780649,0.00002055404,0.0004721082,0.000003860645,0.000002095183,0.00003155954,0.004571954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07040795,"threshold_uncertainty_score":0.9895901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004478258719108041,"score_gpt":0.2334817440471343,"score_spread":0.2290034853280263,"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."}}