{"id":"W4365399046","doi":"10.1080/08989575.2022.2154437","title":"On Teaching Life Writing in an Age of Social Change","year":2022,"lang":"en","type":"article","venue":"a/b Auto/Biography Studies","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Psychology; Social change; Sociology; Political 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"],"consensus_categories":[],"category_scores_codex":[0.00143697,0.000110851,0.0002985742,0.000445641,0.002141644,0.00001836982,0.0002399535,0.00004422604,0.00005165985],"category_scores_gemma":[0.0002770885,0.0001208843,0.000151602,0.0007158837,0.0003980427,0.00009740263,0.00008270102,0.0003882335,0.000001780256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001306594,"about_ca_system_score_gemma":0.00006040703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003270132,"about_ca_topic_score_gemma":0.002087627,"domain_scores_codex":[0.9981344,0.0005912117,0.0002603413,0.0002555866,0.000409297,0.0003491374],"domain_scores_gemma":[0.9993132,0.0003589656,0.0001221476,0.00009964462,0.000035629,0.00007045653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001923104,0.0004071326,0.05435719,0.00002235708,0.00007559598,0.00001453134,0.8213971,0.000002503819,0.00003238385,0.11343,0.003068771,0.007173162],"study_design_scores_gemma":[0.0003816588,0.0004387235,0.1236801,0.00003069892,0.00003447639,2.003573e-7,0.7740896,0.000003312945,0.000001057807,0.004670977,0.09636001,0.0003091628],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777301,0.002119108,0.000001006613,0.00305285,0.0008180395,0.000160782,0.00001666918,0.0001124688,0.01598897],"genre_scores_gemma":[0.9985453,0.0000754501,0.00006559279,0.0006204215,0.0004722714,0.000106926,0.000005675747,0.0000118455,0.00009649981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.108759,"threshold_uncertainty_score":0.9991574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2687671973630881,"score_gpt":0.4444388119871941,"score_spread":0.175671614624106,"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."}}