{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002642666,0.00008451565,0.0001241253,0.0002726624,0.0004032571,0.0002253746,0.002052675,0.00005677293,0.00001512752],"category_scores_gemma":[0.0001255544,0.00005012014,0.00005592533,0.0004784368,0.00009804841,0.001687685,0.0003388779,0.001714974,0.00005454334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008355797,"about_ca_system_score_gemma":0.0001222335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001438921,"about_ca_topic_score_gemma":0.000005148077,"domain_scores_codex":[0.9988487,0.0002476052,0.0005170666,0.000006283962,0.0002533838,0.000126988],"domain_scores_gemma":[0.9985071,0.000360793,0.0002844729,0.0005053733,0.0003215859,0.00002069541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002734381,0.00009590467,0.00001001052,0.0001766405,0.0002593485,0.000005846779,0.3936364,0.0007092782,0.0008422139,0.3486352,0.05798654,0.1976152],"study_design_scores_gemma":[0.0009024532,0.002257332,0.001876407,0.001015749,0.000171288,0.009315631,0.2331335,0.07299813,0.04578788,0.3873129,0.2445661,0.0006626383],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4143956,0.0002093923,0.5691243,0.003054295,0.001006637,0.00005446122,7.619963e-7,0.0001034762,0.01205111],"genre_scores_gemma":[0.9886909,0.00006588875,0.01024736,0.0008521967,0.00005939505,5.033035e-7,4.155561e-7,0.000004185428,0.00007916879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5742953,"threshold_uncertainty_score":0.7450805,"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."}}