{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01313833,0.0008033243,0.001671995,0.003681939,0.005539171,0.02065692,0.003802651,0.006344459,0.04640945],"category_scores_gemma":[0.04626332,0.0006556276,0.001287818,0.004252412,0.02354126,0.02223058,0.01380242,0.006984808,0.02520558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006440778,"about_ca_system_score_gemma":0.01426578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002703167,"about_ca_topic_score_gemma":0.002702282,"domain_scores_codex":[0.9823877,0.007478287,0.0007887975,0.003221166,0.00466992,0.001454192],"domain_scores_gemma":[0.9730257,0.009671933,0.001152547,0.009941784,0.003763658,0.002444485],"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":[0.00005210034,0.00003374789,0.000495037,0.0005964811,0.00004151876,0.0002772,0.003486127,0.000151512,0.0002196447,0.8525731,0.07883832,0.06323523],"study_design_scores_gemma":[0.00001317975,0.00001734075,0.0001586043,0.0006119015,0.00001302501,0.0002286291,0.001673482,0.0001805821,0.0001862434,0.401089,0.5958126,0.00001543619],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004654041,0.03002437,0.04383773,0.1260562,0.01144068,0.0002787452,0.0009420175,0.0009167769,0.7818495],"genre_scores_gemma":[0.3875343,0.06027976,0.05964173,0.05716335,0.01224294,0.00127411,0.002934906,0.001787135,0.4171419],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04640945,"threshold_uncertainty_score":0.1552551,"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."}}