{"id":"W4417526598","doi":"10.29173/isotl868","title":"The Reluctant Participant","year":2025,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Posthumanist Ethics and Activism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Reflection (computer programming); Intersection (aeronautics); Participant observation; Poetry; Action (physics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001138936,0.00004485964,0.0000573902,0.00001819662,0.00148773,0.0002270679,0.0002400583,0.00002904488,0.00002973741],"category_scores_gemma":[0.00054481,0.0000319655,0.00003270154,0.000139697,0.0004389726,0.00007516104,0.00004340236,0.000173177,0.0000409694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003008833,"about_ca_system_score_gemma":0.0002553982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001007186,"about_ca_topic_score_gemma":0.0006525313,"domain_scores_codex":[0.9992548,0.00009770439,0.0001040047,0.000104607,0.0001644515,0.0002743997],"domain_scores_gemma":[0.9993687,0.0003591335,0.00003481349,0.0001496947,0.00005195426,0.00003566696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003929396,0.000008374492,0.0003926916,0.000001192698,0.00001165143,0.000002622543,0.008742178,5.326602e-7,0.0001616463,0.9734444,0.002744761,0.01448603],"study_design_scores_gemma":[0.00006217038,0.000005445268,0.0009913109,0.00001921959,0.00001007743,1.45265e-7,0.005742609,0.00005751519,0.0002018613,0.07010598,0.9227529,0.00005076036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02991483,0.001242125,0.0003576738,0.2210142,0.001475825,0.0001439075,0.000001778906,0.0001894922,0.7456602],"genre_scores_gemma":[0.9886194,0.0001106944,0.0000653781,0.0008559309,0.00009696696,0.00001115924,2.316704e-7,0.000004013011,0.01023615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9587047,"threshold_uncertainty_score":0.9998122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05781446576667853,"score_gpt":0.3945484234730585,"score_spread":0.33673395770638,"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."}}