{"id":"W3073205937","doi":"10.5562/diversity2020","title":"A diverse view of science to catalyse change","year":2020,"lang":"en","type":"article","venue":"Croatica Chemica Acta","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Blank; Chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02255053,0.001800841,0.001453453,0.004258779,0.009854903,0.02630688,0.00320866,0.01294091,0.02568896],"category_scores_gemma":[0.01854787,0.0008447494,0.001788331,0.002728264,0.05410939,0.02783349,0.0183584,0.01979822,0.009172586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01276822,"about_ca_system_score_gemma":0.01636528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002296043,"about_ca_topic_score_gemma":0.003372115,"domain_scores_codex":[0.9801635,0.0100858,0.0005844308,0.00258446,0.005117252,0.001464494],"domain_scores_gemma":[0.9885592,0.003668381,0.0006202889,0.00270866,0.002150509,0.002292839],"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":[0.00002489807,0.00003010013,0.0001543573,0.0001860575,0.00003206422,0.000110679,0.002263072,0.0003471964,0.0004359179,0.9578254,0.02618488,0.01240536],"study_design_scores_gemma":[0.00002293305,0.0000360607,0.0001224871,0.0002968569,0.00001894337,0.00008956033,0.00129813,0.0004485911,0.0003974445,0.738207,0.2590353,0.00002655705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004487218,0.02023566,0.04913118,0.413192,0.0136484,0.0001524015,0.0002055481,0.0005474602,0.4984001],"genre_scores_gemma":[0.6217655,0.03568932,0.04561338,0.1259153,0.01064857,0.0006752711,0.0004129858,0.0009106381,0.158369],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02630688,"threshold_uncertainty_score":0.11926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02707259467884437,"score_gpt":0.2335671916409863,"score_spread":0.2064945969621419,"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."}}