{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009095349,0.00004683235,0.00006311118,0.000172352,0.0006020969,0.0002513243,0.0004980154,0.00005115852,0.0001131573],"category_scores_gemma":[0.0002561377,0.00004577234,0.00002442547,0.0007558159,0.0004453752,0.0008048704,0.0002841889,0.0001298301,0.00004477492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001547127,"about_ca_system_score_gemma":0.0001264707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000804391,"about_ca_topic_score_gemma":0.01180233,"domain_scores_codex":[0.9992355,0.0001452673,0.000120785,0.0001573636,0.0001540768,0.0001870729],"domain_scores_gemma":[0.9996036,0.00006964344,0.00003075603,0.000203846,0.00004532415,0.00004677686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003374841,0.0003333839,0.2197676,0.00002326721,0.000003513933,0.000005177398,0.1421648,0.000002137513,0.03926707,0.313226,0.001729117,0.2834442],"study_design_scores_gemma":[0.0004996072,0.00003724097,0.7855135,0.0004313379,0.000005886065,6.424949e-7,0.1194807,0.000287357,0.0001980955,0.01248946,0.08075002,0.0003061875],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6928322,0.0004101561,0.0003927813,0.03561002,0.0006842536,0.0002185682,0.000004755159,0.00007342236,0.2697738],"genre_scores_gemma":[0.9964463,0.0003357903,0.0001439351,0.00061021,0.00002601512,0.000008299327,0.000001943085,0.000001674106,0.002425883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5657458,"threshold_uncertainty_score":0.6585976,"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."}}