{"id":"W4389047969","doi":"10.1080/0145935x.2023.2269081","title":"Messy Meanings and Transformative Truths: A Process-Based Study of Critical Inclusion within Collaborative Self Study Research","year":2023,"lang":"en","type":"article","venue":"Child & Youth Services","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber Polytechnic; York University; University of Toronto","funders":"","keywords":"Transformative learning; Inclusion (mineral); Narrative; Process (computing); Pedagogy; Field (mathematics); Sociology; Psychology; Computer science; Social psychology","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":[0.1095627,0.001014009,0.001212021,0.008516894,0.02197902,0.02414424,0.003699773,0.003750229,0.002216711],"category_scores_gemma":[0.1831489,0.001111994,0.0008362771,0.004643487,0.07940022,0.0196932,0.0212342,0.006526229,0.0003347477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01027349,"about_ca_system_score_gemma":0.01575048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003586772,"about_ca_topic_score_gemma":0.004470022,"domain_scores_codex":[0.8396983,0.1413004,0.002380961,0.003998356,0.009293973,0.003327946],"domain_scores_gemma":[0.6538768,0.3089891,0.01075032,0.01177813,0.01014588,0.004459838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001289285,0.000024811,0.0005380182,0.00006045652,0.000003900191,0.0001597648,0.97745,0.00004182987,0.0001494395,0.01700621,0.0001635689,0.004389052],"study_design_scores_gemma":[0.00002269973,0.00006768724,0.0007564175,0.0003661547,0.00001142205,0.0003673999,0.9520886,0.0004598656,0.0008443394,0.0228755,0.02211021,0.00002964898],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8111613,0.002568278,0.09866678,0.01850481,0.0005083488,0.002208234,0.00007137231,0.0002135112,0.06609745],"genre_scores_gemma":[0.9852532,0.0005513794,0.01029727,0.000350167,0.0000605288,0.0008228003,0.000017479,0.00009437101,0.002552981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1095627,"threshold_uncertainty_score":0.5794301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06729681263656483,"score_gpt":0.4450958856632444,"score_spread":0.3777990730266795,"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."}}