{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001441015,0.00008190122,0.000115596,0.0006684337,0.0006205587,0.0002362665,0.000453394,0.0000732492,0.004195487],"category_scores_gemma":[0.0002265237,0.0000618109,0.00007687088,0.001142257,0.0002392029,0.0005993561,0.000006605691,0.0002222563,0.00003314442],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001594288,"about_ca_system_score_gemma":0.06855205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4403154,"about_ca_topic_score_gemma":0.9423162,"domain_scores_codex":[0.9985042,0.000235292,0.0004875303,0.0001198055,0.0003685594,0.0002845699],"domain_scores_gemma":[0.9982513,0.00008017563,0.0001594679,0.0001446356,0.0005123063,0.0008521467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001031861,0.000274556,0.1761158,0.0001244475,0.0001496447,0.000005198779,0.2491099,0.00001214781,0.00007405967,0.0831705,0.4619836,0.02896979],"study_design_scores_gemma":[0.00002969805,0.000006190614,0.3017485,0.0001088235,0.0000154964,0.000001780496,0.01322758,4.432989e-7,0.00003127381,0.00302462,0.6817456,0.00006001828],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9297857,0.002788551,0.000009775085,0.04169418,0.01269203,0.0002370833,0.000007163651,0.000008400179,0.01277711],"genre_scores_gemma":[0.9851468,0.00001517397,0.0002237456,0.0004302154,0.0005425255,0.00001047092,0.000006312059,0.000007822647,0.01361696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5020007,"threshold_uncertainty_score":0.9967148,"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."}}