{"id":"W4404893136","doi":"10.47678/cjhe.v1i1.190179","title":"Unexpected Journeys: The Professional Identity Development of Canadian Accessibility Advisors","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Identity (music); Sociology; Public relations; Political science; Art; Aesthetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006513088,0.0008412488,0.0007843504,0.002357506,0.05391874,0.01250432,0.002960116,0.003293314,0.005457833],"category_scores_gemma":[0.01472133,0.0007493904,0.0005661683,0.002475379,0.02369649,0.005261397,0.01118464,0.00936442,0.0004869073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06101657,"about_ca_system_score_gemma":0.07526232,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8938394,"about_ca_topic_score_gemma":0.9488591,"domain_scores_codex":[0.9895117,0.003525198,0.0002178293,0.000716014,0.002205364,0.003823882],"domain_scores_gemma":[0.9857129,0.00337381,0.0009660395,0.0004341643,0.002856839,0.006656287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000018397,0.00001346824,0.002570322,0.00002611859,0.000002603934,0.0007568705,0.9879813,0.00003523145,0.0002002717,0.003011275,0.001912315,0.003471795],"study_design_scores_gemma":[9.327003e-7,0.00000810942,0.001183769,0.00004924782,0.000002389911,0.0002185664,0.9693336,0.00004135025,0.00007300756,0.0002231131,0.02884423,0.00002162098],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276317,0.001682396,0.001490794,0.01332282,0.0003981656,0.00009918615,0.0001796701,0.00006105957,0.05513415],"genre_scores_gemma":[0.9887555,0.0008166012,0.0004496005,0.0009174288,0.00002020724,0.00002211343,0.00004036438,0.00003443703,0.00894379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1061606,"threshold_uncertainty_score":0.4427083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0544407294050294,"score_gpt":0.3920738816095983,"score_spread":0.3376331522045689,"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."}}