{"id":"W7024397210","doi":"","title":"Running on Empty: Exploring Parent Perceptions of Special Education Processes","year":2021,"lang":"en","type":"dissertation","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Philosophy and Social Theory","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Special education; Perception; Negotiation; Autism; Qualitative research; Legislation; Immigration; Mainstreaming; Dynamics (music)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006979911,0.0002678695,0.0005303198,0.0004247632,0.001670496,0.00004993526,0.0006768311,0.0005346902,0.001843604],"category_scores_gemma":[0.0005453293,0.0003819214,0.0003457656,0.0008685124,0.0003281049,0.0008271434,0.00007583587,0.0006530397,0.00006374086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004122407,"about_ca_system_score_gemma":0.002343098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005283917,"about_ca_topic_score_gemma":0.007823727,"domain_scores_codex":[0.9975232,0.0003888676,0.0002885637,0.0004988319,0.0009507359,0.0003498333],"domain_scores_gemma":[0.9978884,0.0001748143,0.000575288,0.0003202156,0.0008362202,0.0002050287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001261824,0.001658011,0.04900556,0.00170671,0.0004276581,0.00003276181,0.8446045,0.00002579946,0.002497928,0.07700654,0.0007553977,0.02101733],"study_design_scores_gemma":[0.0006058122,0.0001518662,0.1966331,0.00233332,0.0003636847,7.361626e-7,0.7684409,2.459942e-7,0.001297847,0.01753144,0.011881,0.0007600599],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8602365,0.0002710831,0.000001552408,0.0002017356,0.001463652,0.0002676495,0.00005220754,0.00004436893,0.1374613],"genre_scores_gemma":[0.9822078,0.0008357958,0.0001028654,0.00003185648,0.001703328,0.000003858221,0.0005277006,0.00003168504,0.01455513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1476275,"threshold_uncertainty_score":0.9998633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0718142286544683,"score_gpt":0.3125429383502799,"score_spread":0.2407287096958116,"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."}}