{"id":"W2810515697","doi":"10.51644/uaas1967","title":"Deeper Understanding through Novels and Biographies","year":2018,"lang":"en","type":"article","venue":"Consensus","topic":"Short Stories in Global Literature","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art; Literature","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002380008,0.0008297359,0.0004952068,0.002586942,0.01302426,0.01095003,0.001086657,0.001573204,0.02312375],"category_scores_gemma":[0.00607451,0.000283516,0.0002754258,0.002161751,0.01263169,0.007785154,0.003628835,0.005415404,0.003664525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01567611,"about_ca_system_score_gemma":0.009402432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1032054,"about_ca_topic_score_gemma":0.1550769,"domain_scores_codex":[0.9984074,0.000726592,0.0000339531,0.0001677979,0.0003617386,0.0003025716],"domain_scores_gemma":[0.9966604,0.001508963,0.0002402401,0.0002557489,0.0007781212,0.0005566648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004492791,0.00006383077,0.0002711608,0.0002247226,0.00001087116,0.001402366,0.272657,0.0001965505,0.001022748,0.2694511,0.4224965,0.03215833],"study_design_scores_gemma":[0.000002482139,0.00000387953,0.0002264626,0.000174058,0.000002550331,0.0001388274,0.05022605,0.00004427228,0.0001101583,0.00612069,0.9429392,0.00001129978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02996401,0.01645863,0.003979709,0.0886777,0.01043015,0.000194603,0.001001735,0.0003867796,0.8489067],"genre_scores_gemma":[0.4012479,0.02420091,0.004497467,0.02572469,0.0043701,0.0002342499,0.00144088,0.0008476297,0.5374362],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1032054,"threshold_uncertainty_score":0.2052093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08102315888592375,"score_gpt":0.2598031406103818,"score_spread":0.1787799817244581,"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."}}