{"id":"W3135179369","doi":"10.29173/iasl7474","title":"Growing from Nothing","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Christian ministry; Cronbach's alpha; Psychology; Mathematics education; Pedagogy; Medical education; School library; Library science; Political science; Medicine; Computer science","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":[0.0002825612,0.00009736722,0.0001205726,0.00003501193,0.0005556249,0.0008099572,0.0003093618,0.00009789497,0.0008966065],"category_scores_gemma":[0.0004279083,0.00009932313,0.00004760178,0.0003894568,0.0001761604,0.004989651,0.00007218014,0.0001516638,0.0001124799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002672513,"about_ca_system_score_gemma":0.0006456405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007046839,"about_ca_topic_score_gemma":0.0001023467,"domain_scores_codex":[0.9986963,0.00001934454,0.0001699117,0.0003438206,0.0004468847,0.0003237157],"domain_scores_gemma":[0.9991963,0.00005621715,0.00007095691,0.00005865944,0.0004484735,0.0001694011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008120357,0.00004104549,0.01882825,0.000008868851,0.00001017415,0.00002238006,0.875221,2.994209e-7,0.005639635,0.08592817,0.002612245,0.01167982],"study_design_scores_gemma":[0.0001762543,0.00003904232,0.006430748,0.00009202467,0.00001258678,0.000002821368,0.7632847,0.0001082418,0.01702047,0.02447967,0.1880178,0.0003356174],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9296812,0.00005175402,0.0001528047,0.01526425,0.000302129,0.00006558714,0.00001445921,0.000143474,0.05432431],"genre_scores_gemma":[0.9922878,0.00003367038,0.001327137,0.001966288,0.0004816572,0.000005614314,0.00001122264,0.000005841716,0.003880744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1854056,"threshold_uncertainty_score":0.9817213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03978529679597084,"score_gpt":0.298056634055029,"score_spread":0.2582713372590582,"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."}}