{"id":"W4312333376","doi":"10.1007/978-3-031-06519-4_3","title":"Gatekeeping and Gateopening: A Narrative of Becoming","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Situated; Identity (music); Narrative; Sociology; Insider; Context (archaeology); Autoethnography; Situated learning; Pedagogy; Epistemology; Gender studies; Aesthetics; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002120196,0.000796793,0.0004390397,0.0008698264,0.0123218,0.01638972,0.001347235,0.004800194,0.008124885],"category_scores_gemma":[0.003030631,0.0003731583,0.0003156773,0.001612696,0.04151342,0.01532396,0.007500703,0.009484208,0.001398726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006237894,"about_ca_system_score_gemma":0.006297303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01114343,"about_ca_topic_score_gemma":0.02264722,"domain_scores_codex":[0.9977424,0.001375924,0.00003054324,0.0001947159,0.0003144307,0.0003418824],"domain_scores_gemma":[0.998572,0.0008932017,0.00007373145,0.0001242392,0.0001091068,0.0002277003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003349547,0.000006332,0.00001890797,0.00001146311,3.41727e-7,0.00009632243,0.04705181,0.00002970228,0.000043088,0.9463677,0.004294593,0.0020764],"study_design_scores_gemma":[0.000006258968,0.00001860152,0.0001596867,0.0002241438,0.000002573619,0.0003682436,0.09344947,0.0001667913,0.0001660833,0.2992094,0.6062136,0.00001518133],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009171222,0.002770983,0.004608852,0.009053769,0.0004508451,0.00003720951,0.00001957551,0.00003189468,0.9738558],"genre_scores_gemma":[0.4915244,0.004637376,0.003481374,0.005450448,0.0003276872,0.0001865612,0.00004962917,0.000291013,0.4940515],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01638972,"threshold_uncertainty_score":0.0452593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1280363976954562,"score_gpt":0.4047875169126742,"score_spread":0.276751119217218,"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."}}