{"id":"W4400288860","doi":"10.30744/brjac.2179-3425.point-of-view-n44","title":"Expanding Collaborations with Brazilian Scientists","year":2024,"lang":"en","type":"article","venue":"Brazilian Journal of Analytical Chemistry","topic":"Science and Science Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Geography; Political science; Library science; Computer science","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":[0.03270764,0.001032909,0.0007976441,0.008394365,0.007002452,0.009364264,0.002297737,0.002824819,0.0324856],"category_scores_gemma":[0.06027379,0.0004685576,0.0009101068,0.009689772,0.003170016,0.004463193,0.01936311,0.003090848,0.005351714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005963002,"about_ca_system_score_gemma":0.03118074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007496873,"about_ca_topic_score_gemma":0.01168467,"domain_scores_codex":[0.973117,0.01197718,0.001313859,0.002488402,0.007668773,0.003434679],"domain_scores_gemma":[0.9291354,0.01484944,0.005238481,0.006594144,0.0185782,0.02560435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002571626,0.0001772099,0.02683001,0.004545201,0.0002774303,0.002556516,0.06279449,0.000545333,0.005125743,0.09237503,0.3579077,0.4466082],"study_design_scores_gemma":[0.00001744903,0.00003238716,0.004265739,0.0008006239,0.00002056338,0.0004799331,0.00488244,0.0001029166,0.0002338528,0.004552504,0.9845952,0.0000165107],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.05791899,0.132661,0.01078138,0.2459345,0.01814146,0.000985948,0.003692856,0.00134799,0.5285358],"genre_scores_gemma":[0.7325548,0.08398147,0.01685954,0.05135844,0.01158143,0.001140973,0.004073029,0.000834603,0.09761569],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03270764,"threshold_uncertainty_score":0.1729766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02689626309295505,"score_gpt":0.3564694559249544,"score_spread":0.3295731928319994,"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."}}