{"id":"W3038715294","doi":"10.1080/17408989.2020.1789572","title":"Graduate student experience in focus: a photovoice investigation of physical and health education graduate students in Canada","year":2020,"lang":"en","type":"article","venue":"Physical Education and Sport Pedagogy","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; University of Saskatchewan; University of Alberta; Memorial University of Newfoundland; Queen's University; Western University","funders":"","keywords":"Photovoice; Graduate students; Participatory action research; Attrition; Focus group; Pedagogy; Graduate education; Medical education; Psychology; Meaning (existential); Sociology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003018491,0.0001196694,0.000289059,0.00006692223,0.00009638709,0.000032535,0.0001533643,0.00002257906,0.000009396113],"category_scores_gemma":[0.00006812205,0.0001255304,0.00002235574,0.0004785077,0.0001752879,0.0001921309,0.00003591665,0.0001673813,0.000001837944],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003988459,"about_ca_system_score_gemma":0.008958791,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9075752,"about_ca_topic_score_gemma":0.7356918,"domain_scores_codex":[0.9984634,0.0001386475,0.0003297686,0.0003485452,0.0005025999,0.0002170734],"domain_scores_gemma":[0.9992058,0.00005274267,0.0001584572,0.0001130028,0.0001061596,0.000363898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006459338,0.0005199782,0.6588855,0.00003077476,0.000001910725,1.225875e-7,0.3316879,0.000002174836,0.00002837294,0.001934855,0.0001128549,0.00678909],"study_design_scores_gemma":[0.0001572893,0.00004019838,0.8955011,0.00003153392,0.000003738781,1.743335e-7,0.1020408,0.00003148245,0.00007104742,0.001464078,0.0005545868,0.0001040315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841201,0.00007309201,0.00000137628,0.01499351,0.0001884722,0.0004389672,0.000002093393,0.00001071288,0.0001716581],"genre_scores_gemma":[0.9980509,0.00007285559,0.00003486063,0.001466912,0.0002008238,0.000108196,0.00001278511,0.000007136968,0.00004556499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2366156,"threshold_uncertainty_score":0.9966595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1267090422750585,"score_gpt":0.4666391481875969,"score_spread":0.3399301059125384,"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."}}