{"id":"W2884245451","doi":"","title":"Planetary Emergency and Sustainable Democracy: What Can Media and Communication Scholars Do?","year":2018,"lang":"en","type":"article","venue":"The Political Economy of Communication","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Democracy; Political science; Media studies; Astrobiology; Public relations; Sociology; Law; Politics","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":[0.001617569,0.00009633011,0.0001732441,0.00005108764,0.001826764,0.0001273688,0.0008163034,0.00008096922,0.00009146734],"category_scores_gemma":[0.0004144314,0.00008427282,0.00002597888,0.0001223219,0.002140128,0.0006274218,0.0005996869,0.0002214774,0.000006313531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006863756,"about_ca_system_score_gemma":0.00008954078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004120867,"about_ca_topic_score_gemma":0.004036296,"domain_scores_codex":[0.9982405,0.0008294257,0.0003300428,0.0001222163,0.0001141411,0.0003636254],"domain_scores_gemma":[0.9973515,0.0009826163,0.0001644532,0.001090156,0.0002608433,0.0001504352],"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":[0.000008774122,0.00002101818,0.002478484,0.00001085854,0.00001878095,3.143327e-8,0.01369131,8.657053e-8,0.000002551977,0.979319,0.0002454532,0.00420368],"study_design_scores_gemma":[0.0001905581,0.00003660285,0.01751236,0.00004625225,0.00004160401,0.000001457007,0.1095389,0.0001203484,0.00003793876,0.8362386,0.03611239,0.0001230392],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3319655,0.0240198,0.00004323459,0.4254207,0.0001032331,0.0007427876,0.000008474936,0.00006425354,0.217632],"genre_scores_gemma":[0.9780356,0.02053436,0.0004570782,0.0007643371,0.00006474102,0.00002754199,0.00002548245,0.000007607125,0.00008329557],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6460701,"threshold_uncertainty_score":0.9994727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02389801259587315,"score_gpt":0.2969818919287979,"score_spread":0.2730838793329248,"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."}}