{"id":"W6992581073","doi":"","title":"Making Sense of Institutional Change: Second Career Academics' Perspectives","year":2018,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Work (physics); Agency (philosophy); Action (physics); Perspective (graphical); Qualitative research","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009805607,0.0001357548,0.0002224189,0.0005327201,0.002054648,0.000008128126,0.0002960793,0.0003075209,0.006687331],"category_scores_gemma":[0.0002927805,0.0001448038,0.00009468261,0.0007177063,0.0009987005,0.0005368752,0.000427543,0.001333224,0.0002340402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004846398,"about_ca_system_score_gemma":0.001312221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001663102,"about_ca_topic_score_gemma":0.0006123102,"domain_scores_codex":[0.9973906,0.0006013062,0.0002544698,0.0003818417,0.0006536666,0.0007181174],"domain_scores_gemma":[0.9971628,0.000281925,0.0001447808,0.0003219213,0.001819825,0.0002687474],"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":[0.0002806608,0.0003995825,0.02190043,0.0003817,0.0001908271,0.0001466918,0.08238152,0.000003955465,0.0002439181,0.8276215,0.06561219,0.0008370178],"study_design_scores_gemma":[0.001023673,0.0003019394,0.1216522,0.0004087642,0.00002841528,0.000007081215,0.277511,0.0000759113,0.00005437474,0.0007779907,0.5978378,0.000320839],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8519583,0.0001434398,0.0001497018,0.0125897,0.0006196765,0.0009643747,0.000362593,0.00009978697,0.1331124],"genre_scores_gemma":[0.9787695,0.0002449443,0.000245198,0.000108317,0.0009179885,0.000007338961,0.00003335902,0.00001520413,0.01965809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8268435,"threshold_uncertainty_score":0.9992446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3624806880805822,"score_gpt":0.5167162068973132,"score_spread":0.154235518816731,"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."}}