{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006152667,0.0001074158,0.0001459374,0.00001011837,0.00004570007,0.0000118938,0.0005323577,0.00003471606,0.001219578],"category_scores_gemma":[0.0002452724,0.0001037617,0.0000413108,0.0006393305,0.0004343374,0.0001533364,0.0005624694,0.0000879975,0.0001620735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007303839,"about_ca_system_score_gemma":0.000009924162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001589677,"about_ca_topic_score_gemma":3.426621e-7,"domain_scores_codex":[0.9990312,0.000001776494,0.0001498548,0.0003003021,0.0002755504,0.0002413583],"domain_scores_gemma":[0.9993326,0.00002050275,0.00003569999,0.0002417349,0.000009679562,0.0003597936],"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":[0.000006806711,0.0000214632,0.0001640198,0.00004277001,0.000002378891,0.000001398604,0.001047511,0.000007770379,0.9961908,0.000003176838,0.001249483,0.001262362],"study_design_scores_gemma":[0.00009439724,0.00001221033,0.000230814,0.00001878227,0.00001030512,0.00000172428,0.00008992687,0.0004104586,0.9911486,0.00001025552,0.007845667,0.0001268779],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905075,0.00001273685,0.00002783501,0.00136142,0.00001843361,0.0001094228,0.000008787169,0.00003961847,0.007914183],"genre_scores_gemma":[0.9982868,0.00000500391,0.0009648314,0.0006359483,0.00004729357,0.00001418026,0.000003346236,0.000008169021,0.00003437744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007879806,"threshold_uncertainty_score":0.9996935,"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."}}