{"id":"W4294071862","doi":"10.29173/assert54","title":"Making Good Use of Textbooks","year":2022,"lang":"en","type":"article","venue":"Annals of Social Studies Education Research for Teachers","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002616411,0.00007259593,0.0001828269,0.0002525623,0.001367093,0.00006457326,0.0006014316,0.00002542626,0.00004940107],"category_scores_gemma":[0.001157272,0.00007919497,0.0001058852,0.0006377689,0.0002025556,0.0002837487,0.0004734544,0.0002990466,0.000003159034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001081614,"about_ca_system_score_gemma":0.0006485949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001327064,"about_ca_topic_score_gemma":0.000007262007,"domain_scores_codex":[0.9980982,0.0004952123,0.0002752147,0.0002255066,0.0005955002,0.0003103704],"domain_scores_gemma":[0.9978981,0.0005617179,0.00020433,0.0001818923,0.001109504,0.00004446926],"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":[0.00002948323,0.0006022716,0.002403399,0.000100216,0.0002082377,1.406613e-7,0.1722265,0.00007610365,0.0002931663,0.4369068,0.2732552,0.1138985],"study_design_scores_gemma":[0.0001673084,0.0003460887,0.008672508,0.00002553842,0.000006566925,6.140652e-7,0.3492884,0.0000978571,0.0005603713,0.007290385,0.6333944,0.0001499899],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7838549,0.003431282,0.001355063,0.1458107,0.002819292,0.002860069,0.00004082102,0.0001669004,0.05966095],"genre_scores_gemma":[0.9910063,0.00007018176,0.002272903,0.000326727,0.0001021529,0.000330429,0.000004907261,0.000009959895,0.005876482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4296164,"threshold_uncertainty_score":0.999933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5555448229340748,"score_gpt":0.5562613939691439,"score_spread":0.000716571035069058,"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."}}