{"id":"W4385608219","doi":"10.1353/man.2023.a903821","title":"Futures Worth Hanging Onto","year":2023,"lang":"en","type":"article","venue":"Mānoa/Mānoa","topic":"Indigenous and Place-Based Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fraternity; Conversation; Art history; Mistake; Downtown; Wife; Graduation (instrument); Brother; Media studies; History; Sociology; Art; Law; Political science; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000944191,0.0001136903,0.0001242275,0.0001485312,0.001570858,0.000169772,0.0002411505,0.0001194122,0.001093315],"category_scores_gemma":[0.00009952929,0.0001121907,0.0000770059,0.0006952464,0.00007376084,0.0001509887,0.00002696523,0.000135422,0.001404351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002766924,"about_ca_system_score_gemma":0.0006665466,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01790213,"about_ca_topic_score_gemma":0.04015157,"domain_scores_codex":[0.9984971,0.0001247562,0.0001516198,0.0002334211,0.0003768447,0.0006162208],"domain_scores_gemma":[0.9994103,0.0001252162,0.00006477345,0.0001968575,0.0000700153,0.0001328077],"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":[0.00004187748,0.0001696564,0.03645514,0.0000654128,0.0000625557,0.00004102632,0.5804949,0.000292102,0.0004719582,0.03537373,0.2708007,0.07573094],"study_design_scores_gemma":[0.0001686991,0.00004215059,0.02395314,0.00004098549,0.00002081664,8.895483e-7,0.04295811,0.00006945159,0.0003698324,0.003147253,0.9289083,0.0003203863],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8886815,0.0002923728,0.00006092859,0.004506063,0.002430358,0.0003057062,0.00001480623,0.0003947818,0.1033134],"genre_scores_gemma":[0.9496259,0.0001237248,0.0001433396,0.0005539019,0.001924485,0.00002856308,0.00006096338,0.00002015039,0.04751898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6581076,"threshold_uncertainty_score":0.9998198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02421465492010291,"score_gpt":0.3274316503451991,"score_spread":0.3032169954250962,"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."}}