{"id":"W4403639064","doi":"10.15353/joci.v20i2.5881","title":"Towards Desirable Futures","year":2024,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Futures contract; Economics; Financial economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02012122,0.0009252646,0.0007750479,0.001809858,0.01027743,0.01688829,0.002099971,0.009172487,0.01522565],"category_scores_gemma":[0.0197492,0.0005418112,0.0007769713,0.0009963737,0.02958732,0.02615653,0.01313758,0.01078271,0.003939256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007399181,"about_ca_system_score_gemma":0.01210112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0016845,"about_ca_topic_score_gemma":0.003442039,"domain_scores_codex":[0.9861237,0.008896895,0.0003483249,0.001411539,0.001959364,0.001260166],"domain_scores_gemma":[0.9885151,0.004856397,0.0007118054,0.001201989,0.002089757,0.002625043],"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":[0.000009571066,0.00002030772,0.00009401994,0.00004962646,0.000002657801,0.00006410332,0.002990438,0.000164599,0.00007949329,0.9826632,0.008301133,0.005561017],"study_design_scores_gemma":[0.000008605245,0.00001391531,0.00006120312,0.0001237073,0.000001942638,0.00006679946,0.005597089,0.0003124018,0.00009699568,0.8515872,0.142118,0.00001200831],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0185271,0.009700852,0.06797607,0.4499688,0.003806766,0.0001580687,0.0002169718,0.0003503539,0.449295],"genre_scores_gemma":[0.7868994,0.01053202,0.1008552,0.0436752,0.001525407,0.0008344738,0.0003600917,0.0004057548,0.05491258],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02012122,"threshold_uncertainty_score":0.1064124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04542235518016942,"score_gpt":0.3147869100552229,"score_spread":0.2693645548750535,"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."}}