{"id":"W4390898269","doi":"10.5194/egusphere-2023-3121","title":"Editorial: The shadowlands of science communication in academia — definitions, problems, and possible solutions","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canmore Museum and Geoscience Centre; Ouranos; University of Saskatchewan","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Science communication; Engineering ethics; Work (physics); Quality (philosophy); Public relations; Sociology; Science education; Political science; Earth science; Epistemology; Engineering; Pedagogy","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":[0.004393047,0.0000969653,0.0001414977,0.0002575938,0.0009803349,0.0002263077,0.0009619261,0.0005860967,0.0001346882],"category_scores_gemma":[0.0003543465,0.00007632584,0.00004086966,0.0007066599,0.002468051,0.0001334272,0.001980248,0.001841182,0.00001787732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002012559,"about_ca_system_score_gemma":0.0005738864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01015271,"about_ca_topic_score_gemma":0.02365867,"domain_scores_codex":[0.9984766,0.0003296094,0.0003326779,0.0002195192,0.0004302046,0.0002114432],"domain_scores_gemma":[0.9986491,0.0003099855,0.0001383753,0.0006038519,0.000242052,0.00005664474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008857727,0.0001371309,0.002774658,0.0003275629,0.00001503524,6.50915e-8,0.2053237,0.00009347781,0.0004607218,0.7071286,0.07773128,0.005998982],"study_design_scores_gemma":[0.000303435,0.00002624387,0.01135827,0.001649933,0.00007448937,0.000001113011,0.05706069,0.002345909,0.00001864467,0.68178,0.2449356,0.0004456102],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1263248,0.02082973,0.00007295718,0.1601796,0.03759049,0.003289368,0.0003107775,0.0004929068,0.6509094],"genre_scores_gemma":[0.8942297,0.1024435,0.0003649194,0.000124358,0.002263256,0.000173753,0.00008745472,0.000009858925,0.0003031573],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7679049,"threshold_uncertainty_score":0.9964388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5230720544247566,"score_gpt":0.4598813322825082,"score_spread":0.06319072214224836,"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."}}