{"id":"W4415177351","doi":"10.31046/a2vh7385","title":"Discard to Discovery","year":2025,"lang":"en","type":"article","venue":"ATLA Summary of Proceedings","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wycliffe College","funders":"","keywords":"Transformative learning; Sustainability; Christianity; Evangelism; Theological seminary","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":[],"consensus_categories":[],"category_scores_codex":[0.0002925267,0.00005747735,0.000097608,0.00008724584,0.0002088244,0.0001485008,0.0002961588,0.00004151661,0.00002718118],"category_scores_gemma":[0.0001390344,0.0000518337,0.0000456652,0.0006793998,0.0001614791,0.001827411,0.00005933923,0.00004394754,0.00001209375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002249441,"about_ca_system_score_gemma":0.0002154498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002940465,"about_ca_topic_score_gemma":0.00008170168,"domain_scores_codex":[0.9992483,0.000007007529,0.000143488,0.0001736802,0.0002442995,0.0001832674],"domain_scores_gemma":[0.9997454,0.00003350858,0.00004221282,0.00004884398,0.00005870794,0.00007129587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002897648,0.00005913588,0.1213917,0.00004199443,0.00001076803,7.395288e-7,0.008286094,7.959143e-7,0.006403612,0.7309099,0.1278915,0.00497477],"study_design_scores_gemma":[0.0002298225,0.0002029518,0.07626557,0.0002890344,0.00002496984,3.000527e-7,0.02660167,0.00001311916,0.01797993,0.03779013,0.8402938,0.0003086613],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5888026,0.00002968841,0.00006587597,0.01317608,0.0002207496,0.0001628417,0.000002598194,0.00003835845,0.3975011],"genre_scores_gemma":[0.9552552,0.00002764105,0.0004101597,0.0007492301,0.0001067579,0.000007972551,0.000001876918,0.000002365612,0.04343881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7124023,"threshold_uncertainty_score":0.2113717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01527140584735025,"score_gpt":0.3020640024936955,"score_spread":0.2867925966463453,"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."}}