{"id":"W4413095561","doi":"10.1093/biosci/biaf122","title":"Scholarly discourse in polarizing interdisciplinary contexts","year":2025,"lang":"en","type":"article","venue":"BioScience","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi; Emergent BioSolutions (Canada)","funders":"Vlaamse regering; Fonds Wetenschappelijk Onderzoek; Akademie Věd České Republiky; European Commission; UK Research and Innovation","keywords":"Sociology; Political science","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","sts"],"consensus_categories":[],"category_scores_codex":[0.100516,0.001686972,0.001720448,0.009952982,0.03468246,0.03850685,0.006711644,0.01786234,0.004861058],"category_scores_gemma":[0.1055833,0.0009763709,0.001161009,0.009141894,0.1790536,0.0438411,0.03164941,0.01971447,0.001494316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01672767,"about_ca_system_score_gemma":0.01515447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004064702,"about_ca_topic_score_gemma":0.003844769,"domain_scores_codex":[0.8452219,0.1309126,0.003334493,0.00637279,0.01097397,0.003184194],"domain_scores_gemma":[0.8297623,0.1398093,0.006469285,0.01050106,0.009316708,0.00414141],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001686268,0.000007329582,0.0001461125,0.0001890164,0.00001031776,0.0001733925,0.2669993,0.00008881775,0.0001455245,0.7142877,0.01230145,0.005634288],"study_design_scores_gemma":[0.00002241746,0.00001803774,0.0002044431,0.001862228,0.00001695381,0.0002596285,0.1376835,0.0002443644,0.0003672598,0.4091081,0.4501709,0.00004218334],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02410241,0.06408082,0.03290482,0.5660846,0.01498867,0.0001196088,0.0001166992,0.000252278,0.29735],"genre_scores_gemma":[0.8870417,0.01386071,0.01333448,0.05465955,0.01133609,0.0003551971,0.0001056121,0.000522234,0.01878428],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9653175,"threshold_uncertainty_score":0.5315858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3193972953866117,"score_gpt":0.5289860217960912,"score_spread":0.2095887264094795,"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."}}