{"id":"W4396765382","doi":"10.7202/1111240ar","title":"Desirable Futures: Write Me a Letter","year":2024,"lang":"en","type":"article","venue":"ACME","topic":"Geographies of human-animal interactions","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Praxis; Conversation; Indigenous; Feminism; Futures contract; Sociology; Section (typography); Generative grammar; Special section; Gender studies; Epistemology; Linguistics; Computer science; Philosophy; Communication","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002243417,0.00007044926,0.00006920217,0.0001318378,0.0004904074,0.0003336342,0.0002392436,0.0000590527,0.002790846],"category_scores_gemma":[0.00007666236,0.00006556148,0.0001011164,0.0003130259,0.0001518379,0.0003890246,0.00003868607,0.0001743272,0.001810763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003662482,"about_ca_system_score_gemma":0.00003777977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00201272,"about_ca_topic_score_gemma":0.01422238,"domain_scores_codex":[0.9991915,0.00005340673,0.00009917793,0.0001808537,0.0002097497,0.0002653461],"domain_scores_gemma":[0.999601,0.0001310469,0.00001443631,0.0001495698,0.0000376513,0.00006631378],"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":[0.000007060509,0.00003502637,0.0005945216,0.00001879079,0.00007910113,0.00006003784,0.02184541,0.000003427662,0.00214683,0.1302404,0.8433039,0.001665497],"study_design_scores_gemma":[0.00002964784,0.00002065306,0.001114086,0.00002930747,0.00001810365,0.000002169443,0.006307036,0.00001274189,0.0000625232,0.007182252,0.9851202,0.0001012915],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4501459,0.003686673,0.00004009026,0.07227188,0.004522166,0.00035398,0.00001446701,0.00100296,0.4679619],"genre_scores_gemma":[0.9752359,0.00009498771,0.0004023831,0.001756676,0.001123061,0.00001791093,0.000002282665,0.00001189414,0.02135486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.52509,"threshold_uncertainty_score":0.9989665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0342285066635709,"score_gpt":0.3399780858155997,"score_spread":0.3057495791520288,"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."}}