{"id":"W3129040867","doi":"10.15273/pnsis.v51i1.10742","title":"Science communication: understanding its challenges and opportunities – review of three books","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Data science; Sociology; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003223506,0.0006275827,0.00147053,0.006249919,0.001437035,0.006569665,0.001488742,0.002811626,0.008076411],"category_scores_gemma":[0.009655769,0.0004583306,0.0005613436,0.01031276,0.004493316,0.004206168,0.001658606,0.002815037,0.002607692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008321821,"about_ca_system_score_gemma":0.01679865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06819229,"about_ca_topic_score_gemma":0.1286745,"domain_scores_codex":[0.9980779,0.0003732179,0.0001633629,0.0001264303,0.001092077,0.0001669508],"domain_scores_gemma":[0.9890611,0.00597023,0.0006487418,0.0002545685,0.003485772,0.0005796836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008267727,0.0000450323,0.0002959833,0.0110328,0.00005734419,0.00009498018,0.0009097589,0.0001398102,0.0003452869,0.01573209,0.5908917,0.3803725],"study_design_scores_gemma":[0.00001135034,0.00001757386,0.002120928,0.008737935,0.00002917302,0.0001544658,0.0006659716,0.00002631419,0.00006769451,0.002702136,0.9854475,0.00001901024],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009607602,0.9823143,0.00004902223,0.01116638,0.002190891,0.000005918911,0.0000240535,0.000004341566,0.00414886],"genre_scores_gemma":[0.001953814,0.9796895,0.0001664376,0.008819642,0.002805423,0.00001652315,0.00005792892,0.00001117151,0.006479564],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9934303,"threshold_uncertainty_score":0.1355907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.725152053138995,"score_gpt":0.4347262422706241,"score_spread":0.2904258108683709,"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."}}