{"id":"W3095678232","doi":"","title":"Writing to Transgress: Sharing Stories, Claiming Space, and Finding Community","year":2018,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of International Science and Engineering","keywords":"Space (punctuation); Sociology; Computer science; Epistemology; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007993929,0.0001547863,0.000201875,0.0001123639,0.001724271,0.0002448634,0.0003129327,0.0002281199,0.0001476403],"category_scores_gemma":[0.0004156861,0.0001847837,0.00003874035,0.0002481102,0.00006738582,0.0001181398,0.00003239251,0.0004718001,0.00001721151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215558,"about_ca_system_score_gemma":0.0001570719,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0130518,"about_ca_topic_score_gemma":0.06217909,"domain_scores_codex":[0.9989246,0.0001308909,0.000166223,0.0002200447,0.0002530697,0.0003052291],"domain_scores_gemma":[0.9991896,0.0001429629,0.0001329299,0.000214249,0.0001705734,0.0001497216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001424924,0.00001650465,0.002595235,0.000106492,0.00001521444,7.549073e-7,0.9708903,2.247451e-7,0.00008672979,0.008132039,0.002100169,0.0160421],"study_design_scores_gemma":[0.000104252,0.00002947833,0.005124053,0.0006355001,0.00003932086,3.082463e-7,0.8190721,0.000005283815,0.0002345327,0.0006863212,0.173747,0.0003217666],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8763601,0.0002424977,0.00007085011,0.0009900662,0.001034208,0.0002114598,0.000002028825,0.00009990107,0.1209889],"genre_scores_gemma":[0.8494203,0.00009514159,0.001522471,0.0001020778,0.001161616,0.00002765861,0.00007444674,0.00003556079,0.1475607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1716469,"threshold_uncertainty_score":0.9995754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06432014907780798,"score_gpt":0.431622007486611,"score_spread":0.367301858408803,"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."}}