{"id":"W3216844404","doi":"10.5282/rcc/6524","title":"Beyond Doom and Gloom: An Exploration through Letters","year":2021,"lang":"en","type":"article","venue":"","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Gloom; Conversation; Construct (python library); Narrative; Political science; Sociology; Art; Literature; Computer science; Psychology; Communication","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009537388,0.0007908217,0.0006697602,0.002345662,0.02695911,0.0243048,0.00191408,0.005217821,0.006877863],"category_scores_gemma":[0.03381152,0.0006230052,0.0005280063,0.003382004,0.02694386,0.01763612,0.01281003,0.009209392,0.001612234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006972701,"about_ca_system_score_gemma":0.005640381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006518981,"about_ca_topic_score_gemma":0.007196789,"domain_scores_codex":[0.9759734,0.02033064,0.000294565,0.0006295978,0.001381159,0.001390578],"domain_scores_gemma":[0.9746419,0.0207243,0.001172249,0.0008268111,0.001388789,0.001246061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003019485,0.00002015977,0.0003225667,0.00006651326,0.000001923509,0.0005477819,0.9493611,0.00003091529,0.0001978065,0.0427456,0.002523425,0.004152054],"study_design_scores_gemma":[0.000008220095,0.00002877743,0.0003516742,0.0002790326,0.000004001267,0.000364583,0.8650783,0.0001383067,0.0001787451,0.01448031,0.1190673,0.00002071895],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4964951,0.005153604,0.02101433,0.09637824,0.001889449,0.0002894248,0.0002663465,0.000255636,0.3782579],"genre_scores_gemma":[0.9683861,0.001497691,0.00227345,0.005553622,0.0002335178,0.0001871834,0.00004766724,0.0002211396,0.02159955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02695911,"threshold_uncertainty_score":0.05059069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5940296057566732,"score_gpt":0.4799382817517199,"score_spread":0.1140913240049533,"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."}}