{"id":"W2588635567","doi":"10.1177/1464884917692344","title":"Journalism students’ professional identity in the making: Implications for education and practice","year":2017,"lang":"en","type":"article","venue":"Journalism","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Journalism; Objectivity (philosophy); Identity (music); Negotiation; Restructuring; Sociology; Pedagogy; Public relations; Qualitative research; Political science; Media studies; Social science; Law; Epistemology; Aesthetics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004523437,0.00005195865,0.00007927531,0.00004099035,0.003978787,0.0007819304,0.0009812264,0.00004817103,0.00001053044],"category_scores_gemma":[0.00355231,0.00003733167,0.00003518573,0.00006904487,0.0001322953,0.001003728,0.0001270612,0.000215985,0.000001841069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007122401,"about_ca_system_score_gemma":0.0002107593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004700268,"about_ca_topic_score_gemma":0.003073392,"domain_scores_codex":[0.9987987,0.0004374395,0.000196325,0.00008927388,0.0003320294,0.0001461766],"domain_scores_gemma":[0.9983531,0.0005568542,0.0004549646,0.0003346884,0.0002610834,0.00003929701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003077365,0.0005549125,0.08173651,0.00001110282,0.00003730758,8.16011e-7,0.09931102,4.151253e-7,0.00005992672,0.7615815,0.02987644,0.02679926],"study_design_scores_gemma":[0.0001920618,0.000008453195,0.5466423,0.00005063292,0.00001998077,0.00001524166,0.03088359,0.000001758803,2.502168e-7,0.05223034,0.3699073,0.0000480234],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1693836,0.002112883,0.000337167,0.8053888,0.001453943,0.0007579635,0.000004173243,0.000008928771,0.02055253],"genre_scores_gemma":[0.9918967,0.00322598,0.0008774505,0.002620029,0.0006782909,0.0001400174,0.000001514638,0.000004389122,0.0005556194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8225131,"threshold_uncertainty_score":0.9973179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1338163491248405,"score_gpt":0.5482419030114865,"score_spread":0.414425553886646,"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."}}