{"id":"W2514802785","doi":"10.1075/lal.24","title":"Scientific Approaches to Literature in Learning Environments","year":2016,"lang":"en","type":"book","venue":"Linguistic approaches to literature","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data science","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":[0.001680331,0.0008395611,0.0005458806,0.003680668,0.002883082,0.01038982,0.001461555,0.001717246,0.01120557],"category_scores_gemma":[0.003085396,0.0003209739,0.0005716074,0.004007635,0.01281511,0.009158444,0.004273633,0.003802117,0.005175582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002847457,"about_ca_system_score_gemma":0.00335385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005681249,"about_ca_topic_score_gemma":0.002256248,"domain_scores_codex":[0.9984333,0.0006987688,0.00008735305,0.000136148,0.0005679048,0.00007657194],"domain_scores_gemma":[0.9969698,0.002077454,0.0001540565,0.0003049618,0.0002809981,0.0002128871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008722624,0.00002751501,0.00007956047,0.0004005272,0.000005977309,0.0001664738,0.006891242,0.000449095,0.0003516041,0.875036,0.06041125,0.05617198],"study_design_scores_gemma":[0.000003583323,0.00001085879,0.0001189482,0.0004667504,0.00000292188,0.0002592118,0.001009668,0.0001236146,0.00009221054,0.1521479,0.8457586,0.000005718025],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002019735,0.0507034,0.01561003,0.006150477,0.003568741,0.00008863743,0.00005771082,0.0002847181,0.9215166],"genre_scores_gemma":[0.06796293,0.1070072,0.03261806,0.005200878,0.006166229,0.0004624361,0.0003201659,0.0004321024,0.7798299],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01120557,"threshold_uncertainty_score":0.03748631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1055759740527936,"score_gpt":0.2823346003738449,"score_spread":0.1767586263210514,"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."}}