{"id":"W7115598154","doi":"10.82396/cjcd.v14i1.3084","title":"Career Writing: Creative, Expressive, and Reflective Approaches to Narrative Career Learning and Guidance","year":2021,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Narrative; Construct (python library); Career development; Meaning (existential); Identity (music); Narrative identity; Reflective writing","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":[],"consensus_categories":[],"category_scores_codex":[0.001145391,0.0001273236,0.0004594077,0.0002387121,0.0009892896,0.00006624552,0.0002849188,0.00008167505,0.0001209937],"category_scores_gemma":[0.0002969795,0.0001154,0.0001635351,0.0008973966,0.0004373805,0.000279657,0.0002518878,0.0002489387,8.434845e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002663487,"about_ca_system_score_gemma":0.0002989945,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00515199,"about_ca_topic_score_gemma":0.03078593,"domain_scores_codex":[0.9981921,0.0006730394,0.0002134244,0.0001967697,0.0005219582,0.0002027655],"domain_scores_gemma":[0.9982885,0.0003439666,0.000396157,0.0001012187,0.0007008804,0.000169248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001546724,0.00008336432,0.3867598,0.00002753419,0.003877433,0.0001708722,0.5984037,0.002752685,0.001288293,0.001794626,0.0008314668,0.002463578],"study_design_scores_gemma":[0.001828674,0.000189116,0.1682912,0.00008511174,0.003032964,0.00002314627,0.8199497,0.0004676929,0.00006485151,0.0006787187,0.00502769,0.0003610614],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865672,0.0004154021,0.00296688,0.00138517,0.0001407794,0.00009225836,0.00001006574,0.000008570271,0.008413673],"genre_scores_gemma":[0.995349,0.0003812097,0.001073071,0.00002296908,0.000154459,5.633789e-8,0.000004992156,0.000004392827,0.003009815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2215461,"threshold_uncertainty_score":0.9868997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04863413247435137,"score_gpt":0.2596782942061219,"score_spread":0.2110441617317705,"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."}}