{"id":"W2997045599","doi":"10.1145/3371283","title":"A story of paradise","year":2019,"lang":"en","type":"article","venue":"interactions","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Paradise; Diversity (politics); Sustainability; Engineering ethics; Sociology; Computer science; Data science; Human–computer interaction; Engineering; Art; Ecology; Art history; Anthropology; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001348833,0.00001715956,0.00003382775,0.00003653203,0.000113185,0.000007423786,0.00007566279,0.00001410576,0.008486147],"category_scores_gemma":[0.00004973299,0.0000181408,0.00002896142,0.00006633189,0.00003891717,0.0001061741,0.00001037651,0.00007527011,0.0007363018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004158093,"about_ca_system_score_gemma":0.00002014039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003674291,"about_ca_topic_score_gemma":0.002406605,"domain_scores_codex":[0.9997069,0.0001070491,0.00005113814,0.00003537727,0.00005630508,0.0000432563],"domain_scores_gemma":[0.9996439,0.0001370397,0.00003435528,0.0001242906,0.00003966055,0.00002078252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008291016,0.0007530396,0.1094302,0.00005333202,0.00006569006,6.373357e-7,0.5063648,0.00004719081,0.03682833,0.1687757,0.05620894,0.1213893],"study_design_scores_gemma":[0.00005012879,0.00000721051,0.01207551,0.00001454662,0.000002659594,2.578595e-7,0.01835351,0.00003277655,0.00002664617,0.0001901123,0.9692184,0.00002826475],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5956674,0.00002835426,0.00002100886,0.003122158,0.0004734662,0.00007289655,0.000007045679,0.00002595903,0.4005817],"genre_scores_gemma":[0.9897099,0.0002450339,0.00004922495,0.00007704968,0.00003861382,0.000005203217,0.000006419809,0.000001860644,0.009866749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9130094,"threshold_uncertainty_score":0.9924203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5303795997868023,"score_gpt":0.5263667318339093,"score_spread":0.004012867952893018,"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."}}