{"id":"W4221111436","doi":"10.1177/15248399211054779","title":"Examining the Dynamics of Belonging and Alienation in Higher Education Through Photovoice","year":2022,"lang":"en","type":"article","venue":"Health Promotion Practice","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cape Town; National Research Foundation; Lakehead University","keywords":"Photovoice; Alienation; Higher education; Sociology; Agency (philosophy); Status quo; Foregrounding; Pedagogy; Colonialism; Gender studies; Political science; Social science; Economic growth","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004837759,0.00005402329,0.00008087902,0.00007068593,0.001207066,0.00003956589,0.0001020906,0.00002410888,0.000613842],"category_scores_gemma":[0.0004312101,0.00005341593,0.000009868433,0.0005496312,0.00005189685,0.0008533796,0.00005344038,0.0002987147,0.000002738313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006014429,"about_ca_system_score_gemma":0.0007317358,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008476333,"about_ca_topic_score_gemma":0.0007128813,"domain_scores_codex":[0.9969332,0.002048179,0.0002842065,0.0001670932,0.0003933828,0.0001739619],"domain_scores_gemma":[0.9986583,0.000612681,0.0004646683,0.000123857,0.00009896229,0.00004152851],"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":[0.00003021153,0.001400526,0.006920265,0.0001087959,0.00001643417,9.487085e-7,0.169029,0.0003211128,0.00001588654,0.7526469,0.00297831,0.06653165],"study_design_scores_gemma":[0.0002331334,0.0001788345,0.02583994,0.00003256778,0.00001533824,0.000007616737,0.214634,0.0002118541,0.000002747609,0.002611473,0.7561322,0.0001003245],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2197464,0.001240061,0.000929393,0.6829265,0.003330015,0.001814556,0.000009591483,0.00007186947,0.08993161],"genre_scores_gemma":[0.9918278,0.0005207526,0.001312168,0.002783461,0.00008923926,0.0001970379,0.0000204613,0.000008090145,0.003240974],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7720814,"threshold_uncertainty_score":0.9981263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1546661174393529,"score_gpt":0.4383717140275072,"score_spread":0.2837055965881543,"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."}}