{"id":"W2502445799","doi":"10.1007/978-3-319-10500-0","title":"Green Chemistry Metrics","year":2014,"lang":"en","type":"book","venue":"Springer briefs in molecular science","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Chemistry; Biochemical engineering; Computer science; Environmental chemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001592632,0.001699964,0.001009802,0.004201296,0.001310304,0.005699418,0.00132572,0.001621027,0.1176635],"category_scores_gemma":[0.006523711,0.0004562604,0.0005493637,0.005130454,0.001107023,0.007623223,0.003803058,0.002341947,0.03127421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004670377,"about_ca_system_score_gemma":0.002757973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003750179,"about_ca_topic_score_gemma":0.005836972,"domain_scores_codex":[0.9973007,0.0003635765,0.00007983518,0.0002894174,0.001781792,0.0001847201],"domain_scores_gemma":[0.9984385,0.0002775088,0.00009059105,0.0002922996,0.0006851694,0.0002158542],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002240965,0.00002602676,0.0001584679,0.0001540051,0.00001328376,0.00002524376,0.00004856645,0.001731004,0.0004004322,0.3926226,0.3675539,0.2372441],"study_design_scores_gemma":[0.000003222742,0.00001402395,0.0001981632,0.0000902918,0.000004848661,0.00004419569,0.00004773938,0.001422188,0.0004513103,0.1955917,0.8021176,0.00001477073],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001643849,0.01237792,0.03534725,0.0100419,0.004057318,0.0001118507,0.002654419,0.001760304,0.9320052],"genre_scores_gemma":[0.05339092,0.01981227,0.030088,0.003177959,0.00205418,0.0002945155,0.004021622,0.002613174,0.8845473],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9984074,"threshold_uncertainty_score":0.3936237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003337428691295785,"score_gpt":0.185182708651692,"score_spread":0.1818452799603962,"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."}}