{"id":"W139550024","doi":"10.1007/978-94-007-4360-1_16","title":"Trajectories of Socioscientific Issues in News Media: Looking into the Future","year":2014,"lang":"en","type":"book-chapter","venue":"Cultural studies of science education","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Newspaper; Representation (politics); News media; Science education; News values; Political science; Public relations; Sociology; Media studies; Politics; Law","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001546074,0.0001443543,0.0002925489,0.0001748574,0.001167006,0.00006788881,0.0008444244,0.0001218135,0.0001210457],"category_scores_gemma":[0.0006117832,0.00009587916,0.0000824455,0.0003670817,0.007779014,0.0002996047,0.000144726,0.0001874567,0.00001109153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003699396,"about_ca_system_score_gemma":0.0005103301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001674677,"about_ca_topic_score_gemma":0.03874009,"domain_scores_codex":[0.9984221,0.00007902945,0.0003811174,0.0002600029,0.0006796545,0.0001781207],"domain_scores_gemma":[0.9979152,0.0001924213,0.0004594366,0.0003212724,0.001066912,0.00004475267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003196669,0.00002173119,0.0003568491,0.00006585231,0.000008285264,1.674375e-8,0.7382274,7.697466e-7,0.0005520476,0.1595636,0.004366722,0.09683347],"study_design_scores_gemma":[0.0000398936,0.00001366781,0.002033932,0.0002950413,0.00001835734,1.289512e-7,0.6012397,7.459435e-7,0.00005997568,0.01083595,0.3853325,0.0001301136],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3779533,0.09963565,0.000004391153,0.07852896,0.02200113,0.001746135,0.0000213862,0.0000908324,0.4200182],"genre_scores_gemma":[0.662596,0.2258758,0.0005059133,0.0002438474,0.003135238,0.00005083464,0.00006348379,0.00002032527,0.1075085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3809658,"threshold_uncertainty_score":0.9949213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2798795353091101,"score_gpt":0.4660371859670586,"score_spread":0.1861576506579485,"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."}}