{"id":"W4220805937","doi":"10.1002/curj.162","title":"Rethinking textbooks as active social agents in interpretivist research","year":2022,"lang":"en","type":"article","venue":"The Curriculum Journal","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Autoethnography; Sociology; Content analysis; Ideology; Epistemology; Symbolic interactionism; Task (project management); Computer science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00696695,0.00007701154,0.0001338385,0.0002041851,0.007888622,0.0001464247,0.000812553,0.00005107144,0.001708761],"category_scores_gemma":[0.0007079273,0.00006210526,0.00009564099,0.0006039735,0.0005019969,0.0001034401,0.0002021791,0.002762933,0.00005074275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00189797,"about_ca_system_score_gemma":0.000874444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005029221,"about_ca_topic_score_gemma":0.0007856896,"domain_scores_codex":[0.9948949,0.002980297,0.0002162134,0.0001642662,0.001195649,0.000548661],"domain_scores_gemma":[0.9991732,0.0003595429,0.0001235995,0.00009407334,0.0001251018,0.0001245205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004204874,0.0002147697,0.003267236,0.000001963581,0.00002028612,0.0000709664,0.9025437,0.00001122638,0.00002217927,0.03080809,0.05073339,0.01226416],"study_design_scores_gemma":[0.0002878398,0.0001531057,0.002753539,0.00003008097,0.00001011435,0.00005695776,0.526129,0.0000245375,0.000003575165,0.08960697,0.3807818,0.0001624583],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8134387,0.0001707823,0.000004534045,0.01250091,0.001694744,0.000126415,0.000002155943,0.00002407417,0.1720377],"genre_scores_gemma":[0.9949829,0.00002655802,0.0000125715,0.0002853592,0.001345601,0.00002425222,6.408466e-7,0.00001127243,0.003310844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3764147,"threshold_uncertainty_score":0.9995377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3039193076853079,"score_gpt":0.5031480386796254,"score_spread":0.1992287309943175,"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."}}