{"id":"W4294071887","doi":"10.29173/assert43","title":"Critical Approach to History Textbook Images","year":2022,"lang":"en","type":"article","venue":"Annals of Social Studies Education Research for Teachers","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Construct (python library); Social studies; Audience measurement; Narrative; Plan (archaeology); Visual arts; Mathematics education; Psychology; Computer science; History; Art; Literature; Political 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":[0.005716881,0.00009068155,0.0002414594,0.0002875033,0.003484143,0.00002156404,0.0004386467,0.00005527692,0.0002890267],"category_scores_gemma":[0.006926013,0.0001059192,0.0001452163,0.000450425,0.001581768,0.00009657956,0.0001276371,0.0003991462,0.000008723662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00159631,"about_ca_system_score_gemma":0.00271096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002155774,"about_ca_topic_score_gemma":0.00005384994,"domain_scores_codex":[0.9969358,0.0009154654,0.0002462344,0.0003134595,0.0009722869,0.0006167031],"domain_scores_gemma":[0.9971488,0.001083267,0.00006466206,0.0001281176,0.00134792,0.000227252],"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":[0.00001813444,0.0004522884,0.00006804569,0.00002258063,0.00002971275,4.687436e-8,0.3034869,8.489019e-7,0.00001316253,0.08821639,0.6003008,0.007391109],"study_design_scores_gemma":[0.00003528297,0.0000933544,0.0001877517,0.000002521487,0.000004842726,3.891287e-8,0.4208205,1.471471e-7,0.00000406038,0.003164578,0.5756217,0.00006526987],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03588147,0.02194035,0.00007210507,0.2512759,0.004076981,0.001793472,0.00006962744,0.0001399797,0.6847501],"genre_scores_gemma":[0.9255066,0.0002037181,0.0009021038,0.001699642,0.001534737,0.002166152,0.00001299638,0.00002741648,0.06794666],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8896251,"threshold_uncertainty_score":0.9978132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.672322307061241,"score_gpt":0.6140079480750407,"score_spread":0.0583143589862003,"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."}}