{"id":"W4249591338","doi":"10.32920/ryerson.14645976.v1","title":"A Magic Thread / Um Fio Mágico","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Gender, Sexuality, and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Queer; Parallels; Indigenous; MAGIC (telescope); Gender studies; Narrative; Colonialism; Happiness; Sociology; History; Literature; Art; Political science; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006490665,0.0001412296,0.000198111,0.00005173511,0.0002443202,0.0003700469,0.000363858,0.000315622,0.005052329],"category_scores_gemma":[0.0001114738,0.0001402052,0.0001114153,0.000127117,0.0001115885,0.0000804099,0.0002598918,0.0003109471,0.0002931981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001657998,"about_ca_system_score_gemma":0.001210285,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03102605,"about_ca_topic_score_gemma":0.01988707,"domain_scores_codex":[0.9984924,0.0001575644,0.0001997122,0.000428723,0.0004039527,0.000317669],"domain_scores_gemma":[0.9991558,0.00004470897,0.00009198069,0.0003993718,0.000167091,0.0001410326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005748915,0.0006148605,0.05845391,0.0003466285,0.0001325408,0.00001235622,0.747949,0.00005103906,0.00002948802,0.07327096,0.101582,0.01755146],"study_design_scores_gemma":[0.0001152504,0.00001426334,0.03393254,0.00006304569,0.00006161055,0.000001473895,0.734961,0.00001855833,0.00006918824,0.1168756,0.1132789,0.0006085918],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2833469,0.000945841,0.001453549,0.0104823,0.009422214,0.0003652672,0.000005425592,0.0002048018,0.6937737],"genre_scores_gemma":[0.8941969,0.0004397922,0.001478466,0.0006045722,0.001572496,0.00002643582,0.0001058614,0.00001225714,0.1015632],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.61085,"threshold_uncertainty_score":0.9979974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1398451685752758,"score_gpt":0.4115791510568959,"score_spread":0.2717339824816201,"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."}}