{"id":"W4205416428","doi":"10.6000/1929-5030","title":"Journal of Applied Solution Chemistry and Modeling","year":2023,"lang":"en","type":"paratext","venue":"Journal of Applied Solution Chemistry and Modeling","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001283461,0.0008833981,0.000902521,0.001247807,0.0007213424,0.003260275,0.001106153,0.001681455,0.05866452],"category_scores_gemma":[0.003586128,0.0003154318,0.0006454638,0.001478512,0.0007899503,0.001831099,0.001489505,0.002324364,0.02262695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001089497,"about_ca_system_score_gemma":0.002673615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002626308,"about_ca_topic_score_gemma":0.001433076,"domain_scores_codex":[0.999029,0.0001533192,0.00006823136,0.0001073516,0.0005901034,0.00005192838],"domain_scores_gemma":[0.9983287,0.0004268365,0.00007186893,0.0003179093,0.0007506446,0.0001040152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005082333,0.0001241808,0.0005098346,0.0005380149,0.00004794413,0.00009358794,0.00005481076,0.02100866,0.001702369,0.3731152,0.3729224,0.2298322],"study_design_scores_gemma":[0.00001384839,0.00003199351,0.0003544882,0.0002068727,0.00001478447,0.0001226669,0.00002477856,0.04523329,0.0009587405,0.1479252,0.8050936,0.00001978957],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003867196,0.04960652,0.2128897,0.02033001,0.02242493,0.0003618982,0.003870616,0.001901653,0.6847475],"genre_scores_gemma":[0.1107424,0.08432804,0.09872618,0.003203125,0.01055698,0.0006750695,0.006349279,0.001702357,0.6837166],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9413355,"threshold_uncertainty_score":0.1962523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01741203900137221,"score_gpt":0.2300272206419265,"score_spread":0.2126151816405543,"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."}}